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Agentic Commerce

On demand

Constraint-Aware Bundle Offer Agent

Build bundles that fit the brief.

Suggest a complete product bundle for a buyer's AI assistant that fits its needs and budget.

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Use Constraint-Aware Bundle Offer

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Bundle bill of materialsIllustrative demo

Build a four-person podcast kit under £1,000 before tax.

  1. Mapped four participants to required signal-chain components.

What it does

Choose the essentials before adding optional extras.

Suggest a complete product bundle for a buyer's AI assistant that fits its needs and budget. Built for merchants selling multi-product solutions to buyer agents.

  1. Understand the complete need

    Provide the buyer's goal, budget, required items and available products. Validated combinations and ownership costs can make the bundle more complete.

  2. Build compatible bundles

    Choose compatible essentials first, then show any useful extras separately.

  3. Explain the remaining gaps

    Get a priced bundle with the reasons for each item and any requirements still unresolved.

How it works

Suggest a complete product bundle for a buyer's AI assistant that fits its needs and budget. Built for merchants selling multi-product solutions to buyer agents.

Agent architectureTools · knowledge · outputs · oversight
React Flow
Approved documents and context
Approved catalogue prices and component compatibility Solution coverage rules for buyer objectives Optional: validated solution configurations and compatibility test records, to find combinations that cover the buyer's task. Optional: approved running-cost and maintenance requirements, to expose essential costs beyond the initial purchase.
Reduce effort assembling a complete bundle
Review compatible essential items with quantities, prices and reasons for inclusion in one recommendation.
Keep extras and gaps clear
Separate optional additions from requirements the available products do not yet satisfy, helping the buyer assess the proposed fit.
Shopify · Read candidate items and prices (read)
Resolve merchant SKU prices and structured specifications.
Google Sheets · Read solution compatibility rules (read)
Load required functional coverage and interface rules.
Notion · Read approved bundle exclusions (read)
Disclose items and services not included in the solution.
Human review and permissions
Product specialist approves undocumented interoperability and requirement compromises. If something fails, pause the affected request and check what actually happened. Correct the source information, repeat the checks and renew approval if the proposed action changed. Keep a record of the issue.

  1. 01Gather the context

    Bring together the relevant information from Shopify, Google Sheets, Notion.

  2. 02Check what matters

    Choose compatible essentials first, then show any useful extras separately.

  3. 03Prepare the result

    Get a priced bundle with the reasons for each item and any requirements still unresolved. What has been checked, what still needs a decision and whether any requested action actually completed. Keep private internal notes out of the buyer's response.

  4. 04Review proposed changes

    Product specialist approves undocumented interoperability and requirement compromises. If something fails, pause the affected request and check what actually happened. Correct the source information, repeat the checks and renew approval if the proposed action changed. Keep a record of the issue.

Integrations

Commerce

Examples:
  • Shopify
  • WooCommerce

Structured records

Examples:
  • Google Sheets
  • Airtable
  • Notion databases

Knowledge

Examples:
  • Notion
  • Confluence

Choose the platforms your team already uses—you don’t need every example shown. Confirm the required features and configure access during implementation.

What you get

Help buyers assess a compatible set of products against their needs, with a clear total and unresolved requirements visible.

Reduce effort assembling a complete bundle
Review compatible essential items with quantities, prices and reasons for inclusion in one recommendation.
Keep extras and gaps clear
Separate optional additions from requirements the available products do not yet satisfy, helping the buyer assess the proposed fit.

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Start with a blueprint. Build it around your business.

We’ll adapt it to your workflows, connect your systems and build an agent your team can put to work.

Book a working session

30 minutes. One bottleneck. Leave with a clear system concept.