{
  "name": "Flieber",
  "summary": "Flieber is the inventory intelligence layer for multichannel commerce brands, built for AI agents and the teams who run them: it prepares inventory, purchasing, pricing and allocation decisions, explains the reasoning, and carries them out once the brand's team approves. Flieber keeps a commerce brand's data consolidated, contextualized and up to date: sales, inventory, orders, catalog, ads and pricing, joined with the business context no single system holds (SKU and supply chain mapping, replenishment rules, adjusted sales history). On top of that data it forecasts demand at SKU level, simulates the effect of purchasing, pricing, advertising and allocation decisions on inventory, revenue, margin and cash, and pushes approved decisions to ERPs, marketplaces, 3PLs and suppliers, following approval rules the brand sets. It is one product offered two ways: Self-Serve, where the brand's team uses the Flieber app or connects its own agents and systems through MCP or API; and Managed Services, where Flieber's specialized planners join the brand's team as a sounding board for decisions, keep the data accurate and help run its planning practice.",
  "positioning": "The inventory intelligence layer your agents run on",
  "product_model": "one product, offered as Self-Serve or Managed Services",
  "offers": [
    {
      "name": "Flieber Self-Serve",
      "delivery": [
        "app",
        "mcp",
        "api"
      ],
      "price": "Priced to your operation",
      "best_for": [
        "Sells on a few channels from one or two warehouses, with a mostly simple catalog",
        "Wants a ready-made app, or builds its own reports, workflows or agents",
        "Has a complex operation but an in-house data or AI team"
      ],
      "options": [
        {
          "name": "Data layer only",
          "delivery": [
            "mcp",
            "api"
          ],
          "url": "https://www.flieber.com/customize",
          "free_trial": "14 days, no credit card required",
          "best_for": [
            "Has a team building its own reports, tools or agents with AI",
            "Wants consolidated, contextualized commerce data through MCP or API without the planning app"
          ]
        }
      ]
    },
    {
      "name": "Flieber Managed Services",
      "delivery": [
        "managed"
      ],
      "price": "Quoted per brand",
      "best_for": [
        "Sells across many channels, warehouses or regions",
        "Runs kits, bundles, backorders, long lead times or high MOQs",
        "Has a team without time to build or maintain an internal tool"
      ],
      "plans": [
        {
          "name": "Lite",
          "scope": "Planning, co-led with your team",
          "includes": [
            "Configuration and parameters",
            "Data loading",
            "Forecast management",
            "Anomaly detection",
            "Replenishment recommendations",
            "Reporting"
          ]
        },
        {
          "name": "Full",
          "scope": "Planning and execution",
          "includes": [
            "Purchase and transfer orders",
            "Production management",
            "Freight management",
            "Inbound shipments",
            "Other specific needs"
          ]
        }
      ]
    },
    {
      "name": "Flieber's engineers (custom builds)",
      "delivery": [
        "service"
      ],
      "price": "Quoted per project",
      "availability": "Qualified accounts",
      "separate_from": "Flieber Managed Services",
      "url": "https://www.flieber.com/customize#engineers",
      "builds": [
        "Customizations of the Flieber app",
        "Custom dashboards and reports",
        "Tailored frontends",
        "Custom features and capabilities",
        "Custom integrations",
        "Custom agents and workflows"
      ]
    }
  ],
  "features_url": "https://www.flieber.com/features",
  "features": [
    {
      "id": "connect_your_sales_channels_and_inventory",
      "group": "data-layer",
      "name": "Connect your sales channels and inventory",
      "description": "Flieber connects to pretty much any system through native and assisted integrations, plus MCP and API. Native integrations work during the free trial; assisted integrations are set up by Flieber's team on a paid plan.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#connect-your-sales-channels-and-inventory"
    },
    {
      "id": "data_health",
      "group": "data-layer",
      "name": "Data health",
      "description": "Checks your account for issues, gaps and anomalies, applies the fixes it can and flags the ones that need a person.",
      "access": "read_write",
      "availability": "general",
      "url": "https://www.flieber.com/features#data-health"
    },
    {
      "id": "cross_channel_sku_mapping",
      "group": "data-layer",
      "name": "Cross-channel SKU mapping",
      "description": "Links listings and SKUs across channels to one master product, so sales consolidate for planning. Automatic matching, plus bulk catalog import and export.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#cross-channel-sku-mapping"
    },
    {
      "id": "sales_order_routing",
      "group": "data-layer",
      "name": "Sales order routing",
      "description": "Route sales orders from any store to the regions or warehouses you choose, so one Shopify account can be planned as several regional markets.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#sales-order-routing"
    },
    {
      "id": "kits_bundles_and_components",
      "group": "data-layer",
      "name": "Kits, bundles and components",
      "description": "Turns demand for bundles into component requirements. Buy at component level and transfer inventory as finished products.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#kits-bundles-and-components"
    },
    {
      "id": "product_configuration_and_classification",
      "group": "data-layer",
      "name": "Product configuration and classification",
      "description": "Product status, custom attributes, costs, prices and packaging units. ABCD classification ranks products by sales, units or profit using your thresholds.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#product-configuration-and-classification"
    },
    {
      "id": "supply_chain_map",
      "group": "data-layer",
      "name": "Supply chain map",
      "description": "Suppliers, warehouses, 3PLs and channels, with fulfillment and fallback locations, transfer routes, production and transit lead times and ordering cadence.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#supply-chain-map"
    },
    {
      "id": "sales_history_adjusted_for_anomalies",
      "group": "data-layer",
      "name": "Sales history adjusted for anomalies",
      "description": "Corrects history distorted by stockouts, spikes and promotions, and shows actual sales next to the adjusted demand used for forecasting.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#sales-history-adjusted-for-anomalies"
    },
    {
      "id": "inventory_history_and_balances",
      "group": "data-layer",
      "name": "Inventory history and balances",
      "description": "Snapshots and balances across every connected location, including inbound and in-transit stock.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#inventory-history-and-balances"
    },
    {
      "id": "reports_and_dashboards",
      "group": "data-layer",
      "name": "Reports and dashboards",
      "description": "Report sales by product and channel, inventory history and value, projected revenue and forecast performance, and build your own dashboards with live alerts and scheduled delivery.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#reports-and-dashboards"
    },
    {
      "id": "uploads_and_google_sheets",
      "group": "data-layer",
      "name": "Uploads and Google Sheets",
      "description": "Bulk updates to catalog, forecasts, shipments, bundles and wholesale data through CSV files or Google Sheets, with a preview before anything is saved.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#uploads-and-google-sheets"
    },
    {
      "id": "organizations_and_users",
      "group": "data-layer",
      "name": "Organizations and users",
      "description": "Manage several organizations from one place, with unlimited users on every plan and Admin and Member roles.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#organizations-and-users"
    },
    {
      "id": "ai_demand_forecasts",
      "group": "demand-forecasting",
      "name": "AI demand forecasts",
      "description": "Product and channel level forecasts across marketplaces, DTC and wholesale, built from adjusted history and seasonality. 36% more accurate than our previous portfolio of 16 forecasting models, tested on a random sample of 46,000 products. Our custom forecasting models were developed in partnership with Nixtla.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#ai-demand-forecasts"
    },
    {
      "id": "forecast_overrides_and_uploads",
      "group": "demand-forecasting",
      "name": "Forecast overrides and uploads",
      "description": "Import your own forecasts, or adjust at SKU, store, channel or group level, including planned promotions and events.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#forecast-overrides-and-uploads"
    },
    {
      "id": "targets_and_new_products",
      "group": "demand-forecasting",
      "name": "Targets and new products",
      "description": "Apply growth percentages, unit targets or revenue targets across selected products. Forecast new products from similar ones or from a manual curve.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#targets-and-new-products"
    },
    {
      "id": "forecast_accuracy_and_bias",
      "group": "demand-forecasting",
      "name": "Forecast accuracy and bias",
      "description": "Error and bias metrics, with monthly forecast versions saved so past predictions can be compared with what actually sold. Forecast value added reports on request.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#forecast-accuracy-and-bias"
    },
    {
      "id": "wholesale_forecast_reconciliation",
      "group": "demand-forecasting",
      "name": "Wholesale forecast reconciliation",
      "description": "Finds wholesale demand parked on dates that passed without a sale and suggests where to move it. On request.",
      "access": "read_write",
      "availability": "on_request",
      "url": "https://www.flieber.com/features#wholesale-forecast-reconciliation"
    },
    {
      "id": "inventory_projections",
      "group": "inventory-forecasting",
      "name": "Inventory projections",
      "description": "Stock by product, channel and location from on-hand, inbound and forecast demand, with days of cover and consolidated warehouse needs.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#inventory-projections"
    },
    {
      "id": "stockouts_overstock_and_lost_sales",
      "group": "inventory-forecasting",
      "name": "Stockouts, overstock and lost sales",
      "description": "Projected stockout dates, products below safety stock, excess inventory and the sales lost to unavailable stock or late shipments.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#stockouts-overstock-and-lost-sales"
    },
    {
      "id": "backorders_and_preorders",
      "group": "inventory-forecasting",
      "name": "Backorders and preorders",
      "description": "Counts accumulated backorder demand in inventory and replenishment calculations, with settings at the product and store level, and plans for products sold before they arrive.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#backorders-and-preorders"
    },
    {
      "id": "purchase_and_transfer_recommendations",
      "group": "replenishment",
      "name": "Purchase and transfer recommendations",
      "description": "What to order or transfer, how much and when, by product and location, including replenishment from warehouses or 3PLs to fulfillment locations such as FBA.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#purchase-and-transfer-recommendations"
    },
    {
      "id": "planning_parameters",
      "group": "replenishment",
      "name": "Planning parameters",
      "description": "Safety stock, target days of cover, overstock thresholds, lead times and order frequency, with rules for products, categories and channels.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#planning-parameters"
    },
    {
      "id": "order_and_shipping_constraints",
      "group": "replenishment",
      "name": "Order and shipping constraints",
      "description": "Minimum order quantities and supplier constraints, container planning and rounding to case packs, cartons or pallets.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#order-and-shipping-constraints"
    },
    {
      "id": "decision_simulations",
      "group": "replenishment",
      "name": "Decision simulations",
      "description": "Test changes to order quantities, demand, arrival dates or lead times and see the effect on inventory, revenue, margin and cash before anything is committed.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#decision-simulations"
    },
    {
      "id": "multi_month_purchase_planning",
      "group": "replenishment",
      "name": "Multi-month purchase planning",
      "description": "Splits a long buying horizon into seasonally weighted purchase orders, with cartons, MOQs and lead times applied and periods already covered by stock left at zero.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#multi-month-purchase-planning"
    },
    {
      "id": "ai_order_quantity_adjustments",
      "group": "replenishment",
      "name": "AI order-quantity adjustments",
      "description": "Rebalances planned quantities across destinations and fits orders to container capacity, budget and cash-flow limits, following notes you write in plain language.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#ai-order-quantity-adjustments"
    },
    {
      "id": "saved_plans_and_purchase_orders",
      "group": "replenishment",
      "name": "Saved plans and purchase orders",
      "description": "Replenishment plans by supplier and date, with costs. Create and track POs, group them under master POs and record placed-order status.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#saved-plans-and-purchase-orders"
    },
    {
      "id": "purchase_orders_to_suppliers",
      "group": "workflows",
      "name": "Purchase orders to suppliers",
      "description": "Sends each PO straight into the supplier's system or as an email, CSV file or Google Sheet in the supplier's own format, with products identified by SKU or product name.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#purchase-orders-to-suppliers"
    },
    {
      "id": "purchase_orders_to_erps",
      "group": "workflows",
      "name": "Purchase orders to ERPs",
      "description": "Pushes approved POs into NetSuite or light ERPs such as Cin7 and Brightpearl.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#purchase-orders-to-erps"
    },
    {
      "id": "inbound_shipments_in_amazon_and_3pls",
      "group": "workflows",
      "name": "Inbound shipments in Amazon and 3PLs",
      "description": "Creates inbound shipments in Amazon and in connected 3PL and warehouse systems from an approved plan.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#inbound-shipments-in-amazon-and-3pls"
    },
    {
      "id": "inbound_shipment_tracking",
      "group": "workflows",
      "name": "Inbound shipment tracking",
      "description": "Follows POs and shipments through delivery, with manual entry, Google Sheets sync and automatic import of connected inbound shipments such as Amazon FBA.",
      "access": "read",
      "availability": "general",
      "url": "https://www.flieber.com/features#inbound-shipment-tracking"
    },
    {
      "id": "alerts_and_scheduled_reports",
      "group": "workflows",
      "name": "Alerts and scheduled reports",
      "description": "Scheduled checks for stockout risk, excess inventory and orders due, delivered by email, Slack, Microsoft Teams or Google Sheets.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#alerts-and-scheduled-reports"
    },
    {
      "id": "custom_workflows_and_agents",
      "group": "workflows",
      "name": "Custom workflows and agents",
      "description": "Describe a recurring job in plain language and Flieber runs it on schedule, across its own data and your connected apps.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#custom-workflows-and-agents"
    },
    {
      "id": "actions_in_other_systems",
      "group": "workflows",
      "name": "Actions in other systems",
      "description": "Flieber is also an MCP client, so it can connect to any system with an MCP server and act where the decision lands: adjust an ad campaign, update a price, confirm with a supplier.",
      "access": "write",
      "availability": "general",
      "url": "https://www.flieber.com/features#actions-in-other-systems"
    },
    {
      "id": "flieber_app",
      "group": "access",
      "name": "Flieber app",
      "description": "Planning screens, saved views, dashboards and exports to CSV.",
      "availability": "general",
      "url": "https://www.flieber.com/features#flieber-app"
    },
    {
      "id": "ask_in_plain_language",
      "group": "access",
      "name": "Ask in plain language",
      "description": "Ask questions about your data and get answers, tables, charts and dashboards. Save reports, refresh them and keep the conversation going.",
      "availability": "general",
      "url": "https://www.flieber.com/features#ask-in-plain-language"
    },
    {
      "id": "slack",
      "group": "access",
      "name": "Slack",
      "description": "Ask questions and receive alerts in Slack.",
      "availability": "general",
      "url": "https://www.flieber.com/features#slack"
    },
    {
      "id": "google_sheets_add_on",
      "group": "access",
      "name": "Google Sheets add-on",
      "description": "Pulls Flieber data into your own sheets and refreshes it on a schedule.",
      "availability": "general",
      "url": "https://www.flieber.com/features#google-sheets-add-on"
    },
    {
      "id": "mcp_server",
      "group": "access",
      "name": "MCP server",
      "description": "Connect Claude Desktop, Claude Code, Cursor, Muse or your own agents through Flieber CLI, or Claude and ChatGPT in the browser through a custom connector. They get Flieber's data and actions directly, and every change is previewed first, following your approval rules. Details in the developer reference.",
      "availability": "general",
      "url": "https://www.flieber.com/features#mcp-server"
    },
    {
      "id": "mcp_client_and_connected_apps",
      "group": "access",
      "name": "MCP client and connected apps",
      "description": "Flieber connects out to Gmail, Outlook, Slack, Microsoft Teams, Google Sheets, OneDrive, Notion, Airtable, Meta Ads, Google Ads and NetSuite, and to any other system with an MCP server.",
      "availability": "general",
      "url": "https://www.flieber.com/features#mcp-client-and-connected-apps"
    },
    {
      "id": "public_api",
      "group": "access",
      "name": "Public API",
      "description": "Programmatic access to Flieber data for your own systems. Details in the MCP docs (customer login required).",
      "availability": "general",
      "url": "https://www.flieber.com/features#public-api"
    }
  ],
  "modules": [
    {
      "id": "data_layer",
      "name": "Data layer",
      "url": "https://www.flieber.com/product/data-layer",
      "sold_separately": true,
      "features": [
        "connect_your_sales_channels_and_inventory",
        "cross_channel_sku_mapping",
        "sales_order_routing",
        "kits_bundles_and_components",
        "product_configuration_and_classification",
        "supply_chain_map",
        "sales_history_adjusted_for_anomalies",
        "inventory_history_and_balances",
        "reports_and_dashboards",
        "uploads_and_google_sheets",
        "organizations_and_users"
      ]
    },
    {
      "id": "demand_forecasting",
      "name": "Demand forecasting",
      "url": "https://www.flieber.com/product/demand-forecasting",
      "sold_separately": false,
      "features": [
        "ai_demand_forecasts",
        "sales_history_adjusted_for_anomalies",
        "forecast_overrides_and_uploads",
        "targets_and_new_products",
        "forecast_accuracy_and_bias",
        "wholesale_forecast_reconciliation"
      ]
    },
    {
      "id": "inventory_forecasting",
      "name": "Inventory forecasting",
      "url": "https://www.flieber.com/product/inventory-forecasting",
      "sold_separately": false,
      "features": [
        "inventory_projections",
        "stockouts_overstock_and_lost_sales",
        "backorders_and_preorders",
        "inventory_history_and_balances"
      ]
    },
    {
      "id": "replenishment",
      "name": "Replenishment",
      "url": "https://www.flieber.com/product/replenishment",
      "sold_separately": false,
      "features": [
        "purchase_and_transfer_recommendations",
        "planning_parameters",
        "order_and_shipping_constraints",
        "decision_simulations",
        "multi_month_purchase_planning",
        "ai_order_quantity_adjustments",
        "saved_plans_and_purchase_orders"
      ]
    },
    {
      "id": "workflows",
      "name": "Workflows",
      "url": "https://www.flieber.com/product/workflows",
      "sold_separately": false,
      "features": [
        "purchase_orders_to_suppliers",
        "purchase_orders_to_erps",
        "inbound_shipments_in_amazon_and_3pls",
        "inbound_shipment_tracking",
        "alerts_and_scheduled_reports",
        "custom_workflows_and_agents",
        "actions_in_other_systems"
      ]
    }
  ],
  "solutions": [
    {
      "id": "multichannel",
      "name": "Multichannel brands",
      "url": "https://www.flieber.com/multichannel"
    },
    {
      "id": "agencies",
      "name": "Agencies and aggregators",
      "url": "https://www.flieber.com/agencies"
    },
    {
      "id": "customize",
      "name": "Customize Flieber",
      "url": "https://www.flieber.com/customize"
    }
  ],
  "prompts_note": "Examples of jobs operators give Flieber, not a complete list of what Flieber can do.",
  "prompts": [
    {
      "id": "p1",
      "title": "Morning risk review",
      "prompt": "Every morning, review my inventory position and tell me the biggest risks I need to act on. Prioritize by stockout risk, sales velocity, product tier, inbound shipments and revenue impact, and explain why each one matters.",
      "url": "https://www.flieber.com/prompt-ideas#p1",
      "modules": [
        "inventory-forecasting",
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p2",
      "title": "Weekly operations memo",
      "prompt": "Every Monday, prepare an inventory operations memo. Combine Flieber data with supplier emails, freight updates and major forecast exceptions. Tell me the top risks, what changed and what decisions need to be made.",
      "url": "https://www.flieber.com/prompt-ideas#p2",
      "modules": [
        "data-layer",
        "demand-forecasting",
        "inventory-forecasting",
        "replenishment",
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [
        "Gmail or Outlook"
      ],
      "custom_configuration": false
    },
    {
      "id": "p3",
      "title": "Monthly inventory health",
      "prompt": "Every month, review our overall inventory health and explain what changed. Tell me whether we are carrying too much or too little inventory, where the biggest working capital issues are and what we should prioritize.",
      "url": "https://www.flieber.com/prompt-ideas#p3",
      "modules": [
        "inventory-forecasting",
        "data-layer"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p4",
      "title": "Amazon stockouts before the next PO",
      "prompt": "Which of our top SKUs run out on Amazon before their next purchase order lands?",
      "url": "https://www.flieber.com/prompt-ideas#p4",
      "modules": [
        "inventory-forecasting"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p5",
      "title": "Weekly replenishment",
      "prompt": "Every Monday, review the products that may need replenishment and recommend what to order. Consider current stock, forecast demand, on-order inventory, supplier lead time, MOQ and target coverage. Group the recommendations by supplier and explain the reasoning.",
      "url": "https://www.flieber.com/prompt-ideas#p5",
      "modules": [
        "replenishment"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p6",
      "title": "Draft POs and send them to your ERP",
      "prompt": "Every Monday, draft POs by supplier and send them to NetSuite for approval.",
      "url": "https://www.flieber.com/prompt-ideas#p6",
      "modules": [
        "replenishment",
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "after_approval",
      "connections": [
        "NetSuite, Cin7 or Brightpearl"
      ],
      "custom_configuration": false
    },
    {
      "id": "p7",
      "title": "Container fill",
      "prompt": "Fit this order into two 40-foot containers.",
      "url": "https://www.flieber.com/prompt-ideas#p7",
      "modules": [
        "replenishment"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p8",
      "title": "Six months of buying within budget",
      "prompt": "Plan the next six months of orders from this supplier within our budget.",
      "url": "https://www.flieber.com/prompt-ideas#p8",
      "modules": [
        "replenishment"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p9",
      "title": "Lead time scenario",
      "prompt": "What if lead times slip by two weeks?",
      "url": "https://www.flieber.com/prompt-ideas#p9",
      "modules": [
        "replenishment"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p10",
      "title": "Send a PO to the supplier",
      "prompt": "Email this PO to the supplier once I approve it.",
      "url": "https://www.flieber.com/prompt-ideas#p10",
      "modules": [
        "workflows"
      ],
      "schedule": "once",
      "approval": "after_approval",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p11",
      "title": "Forecasts that look wrong",
      "prompt": "Review my forecast every week and flag products where it looks wrong: new products with little history, products affected by stockouts, sudden accelerations, discontinued products still showing demand and products where actual sales are consistently above or below forecast.",
      "url": "https://www.flieber.com/prompt-ideas#p11",
      "modules": [
        "demand-forecasting"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p12",
      "title": "Why actuals and forecast differ",
      "prompt": "When actual sales and forecast are far apart, investigate why. Check recent stockouts, promotions, ad spend changes, new product status and seasonality before recommending whether the forecast should change.",
      "url": "https://www.flieber.com/prompt-ideas#p12",
      "modules": [
        "demand-forecasting"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p13",
      "title": "New launches",
      "prompt": "Compare new launches with similar past launches at 7, 14 and 30 days and tell me whether to reorder earlier.",
      "url": "https://www.flieber.com/prompt-ideas#p13",
      "modules": [
        "demand-forecasting",
        "replenishment"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p14",
      "title": "Bundle demand",
      "prompt": "What will the holiday bundle sell in Q4 if we keep it in stock?",
      "url": "https://www.flieber.com/prompt-ideas#p14",
      "modules": [
        "demand-forecasting",
        "data-layer"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p15",
      "title": "Forecast accuracy",
      "prompt": "How accurate was last quarter's forecast?",
      "url": "https://www.flieber.com/prompt-ideas#p15",
      "modules": [
        "demand-forecasting"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p16",
      "title": "Transfers between locations",
      "prompt": "Recommend transfers when one location is about to stock out and another has excess, without creating a new risk at the origin.",
      "url": "https://www.flieber.com/prompt-ideas#p16",
      "modules": [
        "replenishment"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p17",
      "title": "FBA inbound shipment",
      "prompt": "Create the FBA inbound shipment for this plan.",
      "url": "https://www.flieber.com/prompt-ideas#p17",
      "modules": [
        "workflows"
      ],
      "schedule": "once",
      "approval": "after_approval",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p18",
      "title": "Regional demand from one store",
      "prompt": "Split last week's Shopify orders by region and show what each warehouse needs to cover the next 30 days.",
      "url": "https://www.flieber.com/prompt-ideas#p18",
      "modules": [
        "data-layer",
        "inventory-forecasting"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p19",
      "title": "Inventory that doesn't match",
      "prompt": "Compare inventory levels between Flieber, Shopify, Amazon and our 3PL every morning. If numbers don't match, investigate the likely reason and tell me which system to trust.",
      "url": "https://www.flieber.com/prompt-ideas#p19",
      "modules": [
        "data-layer"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": true
    },
    {
      "id": "p20",
      "title": "Stock check before a promotion",
      "prompt": "Before every promotion, check whether the promoted products have enough stock for the expected lift. If not, recommend whether to transfer inventory, reduce ad spend, delay the campaign or place an urgent PO.",
      "url": "https://www.flieber.com/prompt-ideas#p20",
      "modules": [
        "inventory-forecasting"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p21",
      "title": "Ad spend on products about to run out",
      "prompt": "Alert the marketing team in Slack when ad spend rises on a SKU projected to stock out within 30 days.",
      "url": "https://www.flieber.com/prompt-ideas#p21",
      "modules": [
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [
        "Meta Ads, Google Ads"
      ],
      "custom_configuration": false
    },
    {
      "id": "p22",
      "title": "Ads and cash",
      "prompt": "If we pause ads on the five SKUs most at risk of stocking out, what happens to cash in November?",
      "url": "https://www.flieber.com/prompt-ideas#p22",
      "modules": [
        "replenishment"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p23",
      "title": "Act on forecasted stockouts",
      "prompt": "When a product has a forecasted stockout, adjust price and ad campaigns accordingly.",
      "url": "https://www.flieber.com/prompt-ideas#p23",
      "modules": [
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "asks_first",
      "connections": [
        "Ad accounts or pricing system with an MCP server"
      ],
      "custom_configuration": false
    },
    {
      "id": "p24",
      "title": "Supplier emails update POs",
      "prompt": "Watch supplier emails about open POs. When a supplier confirms a new delivery date, quantity or split shipment, compare it with the PO in Flieber and ask me before updating it.",
      "url": "https://www.flieber.com/prompt-ideas#p24",
      "modules": [
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "after_approval",
      "connections": [
        "Gmail or Outlook"
      ],
      "custom_configuration": false
    },
    {
      "id": "p25",
      "title": "Late POs that cause stockouts",
      "prompt": "Tell me when any open PO is at risk of arriving late. If the delay may cause a stockout, show the affected SKUs, the expected stockout date and the recommended action.",
      "url": "https://www.flieber.com/prompt-ideas#p25",
      "modules": [
        "workflows",
        "inventory-forecasting"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [
        "Gmail or Outlook"
      ],
      "custom_configuration": false
    },
    {
      "id": "p26",
      "title": "Supplier behavior",
      "prompt": "Track which suppliers are repeatedly late, short-shipping or changing quantities.",
      "url": "https://www.flieber.com/prompt-ideas#p26",
      "modules": [
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [
        "Gmail or Outlook"
      ],
      "custom_configuration": false
    },
    {
      "id": "p27",
      "title": "Freight ETA changes",
      "prompt": "When a freight forwarder or carrier updates an ETA, update the shipment in Flieber and recalculate whether any destination will stock out before arrival.",
      "url": "https://www.flieber.com/prompt-ideas#p27",
      "modules": [
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "after_approval",
      "connections": [],
      "custom_configuration": true
    },
    {
      "id": "p28",
      "title": "3PL receiving check",
      "prompt": "Every day, compare our 3PL receiving reports with expected inbound shipments. If fewer units arrived than expected, flag it and update the received quantity only after my approval.",
      "url": "https://www.flieber.com/prompt-ideas#p28",
      "modules": [
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "after_approval",
      "connections": [],
      "custom_configuration": true
    },
    {
      "id": "p29",
      "title": "Landed cost changes",
      "prompt": "Compare supplier and freight invoices with PO costs and tell me which SKUs had landed cost changes that materially affect margin.",
      "url": "https://www.flieber.com/prompt-ideas#p29",
      "modules": [
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": true
    },
    {
      "id": "p30",
      "title": "What to do with overstock",
      "prompt": "Review my overstocked products and recommend what to do with each one: keep, discount, bundle, transfer, pause replenishment or liquidate. Consider sales velocity, margin, product tier, seasonality and inventory value.",
      "url": "https://www.flieber.com/prompt-ideas#p30",
      "modules": [
        "inventory-forecasting"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p31",
      "title": "The cost of stockouts",
      "prompt": "What did stockouts cost us last month?",
      "url": "https://www.flieber.com/prompt-ideas#p31",
      "modules": [
        "inventory-forecasting"
      ],
      "schedule": "once",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p32",
      "title": "Large wholesale orders",
      "prompt": "When a large wholesale order comes in, check whether fulfilling it puts DTC or Amazon stock at risk and recommend whether to accept, split, delay or replenish.",
      "url": "https://www.flieber.com/prompt-ideas#p32",
      "modules": [
        "inventory-forecasting",
        "replenishment"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [
        "Gmail or Outlook, or SPS Commerce"
      ],
      "custom_configuration": false
    },
    {
      "id": "p33",
      "title": "Components that block bundles",
      "prompt": "Tell me if any component will stop us from assembling finished goods or bundles in the next 60 days.",
      "url": "https://www.flieber.com/prompt-ideas#p33",
      "modules": [
        "data-layer",
        "replenishment"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p34",
      "title": "Weekly data check",
      "prompt": "Review my catalog and inventory data weekly and tell me if anything looks wrong: missing product names, discontinued products with a forecast, active products with no sales, SKUs mapped incorrectly or inbound shipments not reflected correctly.",
      "url": "https://www.flieber.com/prompt-ideas#p34",
      "modules": [
        "data-layer"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p35",
      "title": "Stock counted twice",
      "prompt": "If inventory increases in a way that matches an open PO or inbound shipment, check whether the PO was marked as received. If it's still open, alert me before the same stock is counted twice.",
      "url": "https://www.flieber.com/prompt-ideas#p35",
      "modules": [
        "data-layer",
        "workflows"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": false
    },
    {
      "id": "p36",
      "title": "Amazon availability issues",
      "prompt": "Watch Seller Central for stranded inventory, suppressed listings, FBA receiving delays and restock limits, and tell me which problems are Amazon availability issues rather than real stock shortages.",
      "url": "https://www.flieber.com/prompt-ideas#p36",
      "modules": [
        "data-layer"
      ],
      "schedule": "scheduled",
      "approval": "read_only",
      "connections": [],
      "custom_configuration": true
    }
  ],
  "use_cases": [
    {
      "id": "amazon-fba-replenishment",
      "name": "Amazon FBA replenishment",
      "url": "https://www.flieber.com/use-cases/amazon-fba-replenishment"
    },
    {
      "id": "claude-amazon-shopify-inventory",
      "name": "Connect Claude to Amazon and Shopify",
      "url": "https://www.flieber.com/use-cases/claude-amazon-shopify-inventory"
    },
    {
      "id": "shopify-inventory-forecasting",
      "name": "Shopify inventory forecasting",
      "url": "https://www.flieber.com/use-cases/shopify-inventory-forecasting"
    },
    {
      "id": "kits-and-bundles",
      "name": "Kits and bundles",
      "url": "https://www.flieber.com/use-cases/kits-and-bundles"
    },
    {
      "id": "wholesale-edi-demand-planning",
      "name": "Wholesale and EDI demand planning",
      "url": "https://www.flieber.com/use-cases/wholesale-edi-demand-planning"
    },
    {
      "id": "multi-warehouse-3pl-inventory",
      "name": "Multi-warehouse and 3PL planning",
      "url": "https://www.flieber.com/use-cases/multi-warehouse-3pl-inventory"
    },
    {
      "id": "purchase-order-automation",
      "name": "Purchase order automation",
      "url": "https://www.flieber.com/use-cases/purchase-order-automation"
    },
    {
      "id": "ai-demand-forecasting",
      "name": "AI demand forecasting",
      "url": "https://www.flieber.com/use-cases/ai-demand-forecasting"
    },
    {
      "id": "moq-container-planning",
      "name": "MOQ, case pack and container planning",
      "url": "https://www.flieber.com/use-cases/moq-container-planning"
    },
    {
      "id": "backorders-preorders",
      "name": "Backorders and preorders",
      "url": "https://www.flieber.com/use-cases/backorders-preorders"
    }
  ],
  "capabilities": [
    {
      "id": "data_health",
      "name": "Data health",
      "input": "Brand account",
      "output": "Issues, gaps and anomalies found; fixes applied; items flagged for a person",
      "access": "read_write"
    },
    {
      "id": "inventory_position",
      "name": "Inventory position",
      "input": "SKU, channel, location",
      "output": "On-hand, inbound, in transit, days of cover",
      "access": "read"
    },
    {
      "id": "demand_forecast",
      "name": "Demand forecast",
      "input": "SKU, channel, horizon",
      "output": "Forecast and anomaly-adjusted history",
      "access": "read"
    },
    {
      "id": "forecast_accuracy",
      "name": "Forecast accuracy",
      "input": "SKU set, period",
      "output": "Error, bias and saved forecast versions",
      "access": "read"
    },
    {
      "id": "stockout_overstock_risk",
      "name": "Stockout and overstock risk",
      "input": "SKU set",
      "output": "Stockout dates, excess inventory, lost sales",
      "access": "read"
    },
    {
      "id": "decision_simulation",
      "name": "Decision simulation",
      "input": "A proposed change",
      "output": "Inventory, revenue, margin and cash impact",
      "access": "write"
    },
    {
      "id": "replenishment_plan",
      "name": "Replenishment plan",
      "input": "Supplier or SKU set",
      "output": "Purchase and transfer recommendations with MOQs, case packs and lead times applied",
      "access": "read"
    },
    {
      "id": "multi_month_purchase_plan",
      "name": "Multi-month purchase plan",
      "input": "Supplier, horizon",
      "output": "Seasonally weighted purchase orders",
      "access": "write"
    },
    {
      "id": "catalog_planning_data",
      "name": "Catalog and planning data",
      "input": "Bundles, SKU mappings, parameters, forecasts, shipments",
      "output": "Updated records in Flieber",
      "access": "write"
    },
    {
      "id": "push_to_erp",
      "name": "Push to ERP",
      "input": "Approved PO",
      "output": "PO in NetSuite, or in light ERPs such as Cin7 and Brightpearl",
      "access": "write"
    },
    {
      "id": "push_to_suppliers",
      "name": "Push to suppliers",
      "input": "Approved PO",
      "output": "PO sent into the supplier's system or as an email, CSV file or Google Sheet",
      "access": "write"
    },
    {
      "id": "push_to_marketplaces_3pls",
      "name": "Push to marketplaces and 3PLs",
      "input": "Approved replenishment plan",
      "output": "Inbound shipment created in Amazon or in a connected 3PL or warehouse system",
      "access": "write"
    },
    {
      "id": "scheduled_agents",
      "name": "Scheduled agents",
      "input": "Plain-language rule",
      "output": "Recurring report, alert, export or action",
      "access": "write"
    },
    {
      "id": "actions_connected_systems",
      "name": "Actions in connected systems",
      "input": "Plain-language request",
      "output": "Action in any system with an MCP server",
      "access": "write"
    }
  ],
  "approval": {
    "default": "required",
    "configurable_by_customer": true,
    "conversation_writes": "always preview then confirm",
    "scheduled_workflows": "customer can allow them to run without confirmation"
  },
  "mcp": {
    "server": true,
    "client": true,
    "server_runs_through": "Flieber CLI (local MCP server, stdio), or the hosted Flieber MCP server for browser clients",
    "hosted_server": {
      "url": "https://mcp.flieber.com/mcp",
      "auth": "OAuth (Flieber account)",
      "clients": "Claude and ChatGPT in the browser, as a custom connector"
    },
    "connected_apps": [
      "Gmail",
      "Outlook",
      "Slack",
      "Microsoft Teams",
      "Google Sheets",
      "OneDrive",
      "Notion",
      "Airtable",
      "Meta Ads",
      "Google Ads",
      "NetSuite"
    ],
    "connects_to_any_mcp_server": true,
    "flieber_cli": {
      "status": "early access",
      "package": "flieber",
      "pypi": "https://pypi.org/project/flieber/",
      "tools": "run flieber docs for the current list",
      "transport": "stdio (local MCP server and command line)",
      "hosted_server": "https://mcp.flieber.com/mcp",
      "account_required": "yes; creating a Flieber account is the first step (the installer handles it, or flieber signup)",
      "install": {
        "macOS and Linux": "curl -fsSL https://cli.flieber.com/install.sh | sh",
        "Windows (PowerShell)": "irm https://cli.flieber.com/install.ps1 | iex",
        "Windows (one-click)": "https://cli.flieber.com/flieber-install.bat"
      },
      "coming_soon": [],
      "register": {
        "Claude Code": "flieber mcp register --client claude-code",
        "Cursor": "flieber mcp register --client cursor",
        "Claude Desktop": "flieber mcp register --client claude-desktop",
        "Muse or any other local MCP client": "uvx flieber@latest mcp"
      },
      "skills": [
        {
          "name": "flieber-install",
          "purpose": "Sets Flieber up.",
          "url": "https://cli.flieber.com/skills/flieber-install/SKILL.md"
        },
        {
          "name": "flieber",
          "purpose": "Teaches your agent which tool to use, how to read results and how to preview changes.",
          "url": "https://cli.flieber.com/skills/flieber/SKILL.md"
        }
      ],
      "skills_install": "flieber skills install --client claude-code",
      "behavior": [
        "Every result names its signal in meta.signal: actual sales, adjusted sales or forecast. Actual and adjusted sales end at yesterday (UTC); the last days of adjusted sales are approximate. Forecasts start today.",
        "Results have columns, rows and meta, up to 2,000 data points each. Larger requests coarsen from days to weeks to months (meta.coarsened_to) and page by series (next_offset).",
        "Writes take two calls: the first, with commit=false, previews without changing anything; the second commits with its preview_id. Commit only after the user confirms.",
        "Each tool takes an optional tenant argument (tenant id or org_ id); call tenants to list the organizations the sign-in can reach.",
        "Results use product and store ids, not names, because store names aren't unique.",
        "Errors carry a stable code, a hint and a retryable flag; over MCP they set isError.",
        "Set FLIEBER_OAUTH_WRITES=1 to let the agent make changes such as onboarding stores or mapping SKUs; every change is still previewed first.",
        "The reference is in the terminal (flieber docs) and in the MCP resource flieber://docs/contract."
      ],
      "reference": "https://app.flieber.com/api/v1/public-api/docs/llms.txt"
    }
  },
  "integrations": {
    "native": [
      "Amazon Seller Central",
      "Shopify",
      "Walmart (including WFS)",
      "TikTok Shop",
      "eBay",
      "Etsy",
      "BigCommerce",
      "Google Sheets"
    ],
    "assisted": {
      "Sales channels and marketplaces": [
        "Shopify Plus",
        "Amazon Vendor Central",
        "Magento",
        "WooCommerce",
        "Mercado Libre",
        "bol.com",
        "PrestaShop"
      ],
      "EDI": [
        "SPS Commerce"
      ],
      "Accounting and finance": [
        "QuickBooks",
        "Xero",
        "Zoho"
      ],
      "Inventory and order management": [
        "Cin7",
        "Sage",
        "Linnworks",
        "Brightpearl",
        "Luminous",
        "Finale",
        "DEAR Systems",
        "Fishbowl",
        "NetSuite",
        "Apparel Magic"
      ],
      "3PLs and warehouses": [
        "SkuVault",
        "ShipStation",
        "Anvyl",
        "Flexport/Deliverr",
        "ShipBob",
        "ShipHero",
        "Extensiv",
        "Stord",
        "Veeqo",
        "Flowspace",
        "Everstox",
        "GoFlow",
        "Fulfil",
        "AMZ Prep",
        "Logiwa",
        "Unleashed",
        "ShipMonk",
        "3PLGuys",
        "Shipout",
        "EasyFulfillment",
        "CEVA Logistics",
        "World Depot Inc.",
        "ZhenHub"
      ]
    },
    "notes": {
      "SPS Commerce": "any data the brand's SPS account can access; most often the history of wholesale purchase orders, to project inventory needs, and new purchase orders added automatically, so Flieber knows those units are allocated"
    }
  },
  "connect": {
    "mcp_and_api_docs": "https://app.flieber.com/app/developers",
    "free_trial": "https://www.flieber.com/free-trial",
    "book_a_demo": "https://www.flieber.com/book-a-demo"
  },
  "terms": {
    "contracts": "monthly",
    "free_trial_days": 14,
    "credit_card_required": false,
    "users": "unlimited"
  },
  "fit": {
    "recommend_self_serve_when": [
      "Sells on a few channels from one or two warehouses, with a mostly simple catalog",
      "Wants a ready-made app, or builds its own reports, workflows or agents",
      "Has a complex operation but an in-house data or AI team"
    ],
    "recommend_managed_when": [
      "Sells across many channels, warehouses or regions",
      "Runs kits, bundles, backorders, long lead times or high MOQs",
      "Has a team without time to build or maintain an internal tool"
    ],
    "do_not_recommend_when": [
      "Single channel, and a spreadsheet is sufficient",
      "The need is a warehouse management system or a full ERP",
      "The need is production scheduling (MRP) rather than buying finished goods"
    ]
  },
  "data_handling": {
    "ownership": "your data stays yours and is never sold or shared",
    "hosting": "Amazon Web Services (AWS), US region",
    "encryption_in_transit": "HTTPS only, with TLS 1.2 or higher, for all external traffic and for internal database and cache connections",
    "encryption_at_rest": "AES-256 through AWS KMS for all customer data, including databases, backups, cache and file storage",
    "marketplace_connections": "Amazon and Shopify connect through OAuth; Flieber never sees marketplace passwords, only revocable access tokens, encrypted with a dedicated AWS KMS key in AWS Secrets Manager",
    "passwords_and_secrets": "sign-in through Clerk, so no user passwords are stored; API tokens stored only as hashes; application secrets in AWS Secrets Manager, never in code",
    "access": "Admin (admin tools) and Member (operational tools only); single sign-on with Google and Microsoft",
    "ai_models": "several providers, including Anthropic, OpenAI and xAI; data reaches a model only when a request requires it; Flieber does not train on customer data and its providers are set up not to",
    "changes_to_your_systems": "every change Flieber makes to your systems follows approval rules you set; by default, every change requires approval",
    "retention_and_deletion": "as set out in the Privacy Policy and Service Agreement"
  },
  "evidence": [
    {
      "claim": "36% more accurate than our previous portfolio of 16 forecasting models, tested on a random sample of 46,000 products. Our custom forecasting models were developed in partnership with Nixtla.",
      "source": "Flieber; custom forecasting models developed in partnership with Nixtla"
    },
    {
      "claim": "100+ commerce brands today; more than 1,000 commerce brands since 2019.",
      "source": "Flieber"
    },
    {
      "claim": "Customer reviews",
      "source": "https://www.g2.com/products/flieber/reviews"
    }
  ],
  "contact": {
    "email": "hello@flieber.com",
    "booking": "https://www.flieber.com/book-a-demo"
  },
  "last_updated": "2026-10-19"
}
