WhereAI Muse connector

WhereAI takes a business’s own context — industry, size, the systems it already uses, and the work, decisions, customer interactions or product ideas it cares about — and compares candidate AI opportunities against each other. It is not an automation ROI calculator. For each opportunity it states how value would actually be created, how ready the data is, how much human judgment is still required, what remains unknown, and what to do first.

Every figure is arithmetic on the inputs supplied. No language model estimates value, nothing is benchmarked against invented data, and exploratory product ideas are never given a fabricated return. Capacity value (the annual cost of the time involved) is always kept separate from illustrative revenue scenarios, and is never presented as cash savings.

An assistant gathers the business context conversationally, calls the connector, and returns a complete free Opportunity Map: the strongest opportunity, every assessed opportunity ranked across all four opportunity types, portfolio figures, and the stated boundaries of the analysis. Each response also carries structured next_actions the user may choose to take.

Base URL: https://whereai.app/api/muse/v1
OpenAPI 3.1: https://whereai.app/api/muse/openapi.json (publicly retrievable)

All operations except GET /health and the OpenAPI document require a connector credential issued by New Age Consulting AI, sent as an HTTP bearer token:

Authorization: Bearer <connector-credential>

The credential is server-side only and is never present in browser code. If it is not configured for an environment, protected operations return 503 rather than serving data.

• GET /api/muse/v1/health — status and version. No authentication.
• GET /api/muse/v1/catalog — supported industries, headcount and revenue bands, system ids, opportunity types and catalog ids, scale meanings, and the current brief price.
• POST /api/muse/v1/analyze — the primary operation. Returns the free Opportunity Map and next_actions.
• POST /api/muse/v1/save — persists the analysis and returns the private map link so the user continues on whereai.app without re-entering anything.

WhereAI also speaks the official Model Context Protocol over Streamable HTTP, built on the official MCP SDK. The REST/OpenAPI integration above remains fully supported; the two surfaces run the same analysis code and produce identical results.

Endpoint: https://whereai.app/mcp
Transport: Streamable HTTP (stateless, JSON responses)
Authorization: Bearer <connector-credential>
Server: whereai 1.0.0

Tools:

• get_assessment_catalog — accepted opportunity types, catalog ids, bands, systems, scale meanings, brief price and analytical boundaries.
• create_opportunity_map — the free deterministic Opportunity Map. Read only: nothing is stored and nothing is charged.
• save_opportunity_map — saves the map and returns the private, unindexed map link. Never returns an owner credential.
• start_brief_checkout — returns a secure Stripe hosted checkout link for the $79 brief. Requires the buyer’s own email and an explicit user_confirmed_purchase: true. No payment ever occurs inside the conversation and no card details pass through the connector.
• brief_status — whether the brief has been purchased. The private brief link is released only when the buyer’s own email address matches the purchase.

• Maximum request body: 64KB.
• Maximum opportunities per analysis: 5.
• Per-IP rate limits: 60 analyze/min, 20 save/min, 120 MCP requests/min. Exceeding a limit returns 429.

• “I run a 30-person HVAC company using ServiceTitan, QuickBooks and Google Workspace. Where should we actually use AI?”
• “We’re a 12-person accounting firm. Is AI worth it for client onboarding or for our monthly reporting?”
• “Compare automating quote follow-up against faster lead response.”
• “Should we turn our in-house expertise into an AI-enabled service?”

1. GET  /api/muse/v1/catalog        → learn valid ids and bands
2. POST /api/muse/v1/analyze       → free Opportunity Map + next_actions
3. POST /api/muse/v1/save          → private map link (share token)
4. The user opens the map, and may optionally buy the
   Implementation Planning Brief ($79, one time) or ask
   New Age Consulting AI for implementation help.

POST /api/muse/v1/analyze
Authorization: Bearer <connector-credential>
Content-Type: application/json

{
  "business": { "industry": "Trades & home services", "employees": "25–50" },
  "systems": ["ServiceTitan", "QuickBooks", "Google Workspace"],
  "opportunities": [
    { "type": "work_operations", "catalog_id": "quote-followup",
      "label": "Quote follow-up",
      "work": { "people": 2, "weekly_hours": 12, "hourly_cost": 38,
                "repetition": 2, "judgment": 1 } }
  ]
}

A genuinely usable answer, not a teaser: the ranked comparison, the recommendation and mechanism for each opportunity, quantified capacity ranges where the user supplied figures, a separate revenue scenario where relevant, data readiness, human-judgment requirements, implementation difficulty, evidence, assumptions and unknowns.

$79, one time. A deeper planning document for the leading opportunity: implementation sequence, human/system split, data requirements, risks, acceptance criteria and stated planning assumptions. It is a planning artifact — not an implementation quote, engineering design, statement of work or guaranteed business case. Purchases complete in WhereAI’s own secure Stripe checkout; the connector does not take payment.

A user who wants help validating, piloting or implementing an opportunity can ask New Age Consulting AI LLC directly from their map. This is always optional — the free analysis and the brief stand on their own.

• The connector stores only what is sent to it: business context, systems, the opportunities assessed and the figures supplied.
• Contact details are optional and are stored only when a user asks for the map link, the brief or a reply.
• Saved maps are private and unindexed. The API returns a share link only — never owner credentials, private brief tokens or stored email addresses.
• Acquisition attribution is limited to source=muse and medium=connector plus optional campaign labels. No fingerprinting, no third-party analytics, no advertising trackers.
• Business inputs are not logged.

• Privacy policy
• Terms
• OpenAPI specification
• Support and data deletion: /support