MARCEL INSIDE · REST API & MCP
AI ASSISTANT FOR HVAC AFTER-SALES TEAMS
MANUFACTURER KNOWLEDGE.
INSIDE YOUR TOOLS.
Manufacturer-sourced procedures and error codes — 126 brands, 400,000+ codes — served over REST API and MCP into your chatbot, CMMS or support stack. No rebuild.
- Manufacturer-sourced answers, with the manual page
- No exact manual? The API abstains — never billed
- 18 frozen cases on HVAC-Bench V1 — 0/12 unsafe answers
- Abstentions never billed
- Sources cited page by page
- Data hosted and processed in Europe
Your stack
Chatbot · CMMS · Support
AskMarcel API & MCP
REST · MCP · SDK
Sourced answer
Manual · page · section
THE RISK OF A RAW LLM
A GENERALIST LLM
HALLUCINATES ON HVAC.
A hallucination is not a display glitch. It is a destroyed compressor, a wasted truck roll, a lost customer.
See the HVAC-Bench numbersTechnical hallucination
Ohmic values, pressures or procedures invented — impossible to verify without the manual.
Immediate field cost
Return visit, wrongly ordered part, hotline saturated confirming what the bot should have known.
Lost customer trust
A wrong answer on the phone or e-commerce chat is paid for in bad reviews and after-sales load.
Saturated hotline
Your L2/L3 experts answer all day questions the manufacturer manual solves in 30 seconds.
HOW IT WORKS
THREE STEPS. ZERO REBUILD.
Keep your stack
Chatbot, voicebot, CMMS, field-service or customer support — we replace nothing.
Plug the API or the MCP
REST API for your HTTP integrations, MCP server for Claude Desktop, ChatGPT or your agents. Same engine, same contract.
Your prompt stays in charge
Support level L1/L2/L3, tone, human escalation — you drive the experience.
FOR YOUR DEVELOPERS
TWO SURFACES. ONE ENGINE.
The same HVAC knowledge, the same diagnostics — over HTTP or JSON-RPC.
REST API
api.askmarcel.app/v1
Sourced lookup, document search, procedures and diagnostic sessions over HTTP JSON.
- Public OpenAPI contract — /v1/openapi.json
- Strict SKU provenance: no exact manual → abstention
- Idempotency-Key on every mutation
MCP SERVER
mcp.askmarcel.app/api/mcp
10 GA tools + 5 in Diagnostic Guide Beta, for Claude Desktop, ChatGPT and your agents.
- OAuth 2.0 with consent
- Public, verifiable MCP manifest
- Typed NPM SDK: @askmarcel/sdk
Try it in 30 seconds
curl "https://api.askmarcel.app/v1/error-codes/daikin/7H?model=Altherma%203%20HT" \ -H "Authorization: Bearer $ASKMARCEL_API_KEY"
- Free Developer key — 50 requests/month
- no_exact_source abstentions never billed
- Manufacturer citations: document + page
BEYOND LOOKUP
BETATHE HARNESS: GUIDED DIAGNOSTICS, STEP BY STEP.
A stateful session that proposes the next discriminating check, fences off risky actions and ends with a deterministic summary — no LLM.
Open a session
Brand, model, fault code or symptom: the equipment is resolved; the manufacturer result is journaled and the current Beta pack applies.
Propose the next check
A discriminating, safe action, cited from the manufacturer manual.
Take in the field answer
Typed measurement or natural language — hypotheses are recomputed.
Export the summary
Deterministic report, no LLM, exportable for 90 days.
Session projection (real excerpt)
{
"release_channel": "beta",
"hypotheses": [
{
"cause_id": "discharge_sensor",
"label": "Discharge sensor",
"rank": 1,
"support_level": "high"
}
],
"next_action": {
"action_id": "measure_discharge_sensor_resistance",
"decision_role": "discriminating_measurement",
"source_basis": "manufacturer",
"citations": [
{ "document_id": "…", "page_start": 170 }
]
}
}- Quota consumed at creation only: reads, responses and summaries unmetered
- A risky action is never proposed without an applicable procedure
- Air-to-water and air-to-air heat pumps — an honestly scoped Beta
Beta: air-to-water & air-to-air heat pumps · access on request
HVAC-BENCH V1
PROOF, NOT PROMISES
HVAC-Bench V1, frozen 2026-08-31: 18 cases frozen before scoring, 97 scored answers. Exact proof 5/5, 5/5, 4/5 depending on the model · correct abstention 8/9, 9/11, 3/9 · 0/12 unsafe answers. Protocol and limits on /preuve.
See the full benchmark18
HVAC-Bench V1 frozen cases
Compatible Claude · ChatGPT · Gemini
INTEGRATION GUIDES
PLUG MARCEL IN ONE AFTERNOON.
Step-by-step tutorials, connector by connector.
Claude Desktop
MCP server in 2 minutes: Claude cites manufacturer procedures.
Read the tutorialChatGPT
Your GPT troubleshoots with sources, not with its memory.
Read the tutorialElevenLabs
After-sales voicebot: Marcel answers the phone, manual in sight.
Read the tutorialManyChat
After-sales chatbot: error-code lookup right inside your flows.
Read the tutorialn8n · Make · Zapier
Automate after-sales answers without writing code.
Read the tutorialChatfuel
Coming soonManufacturer knowledge inside your Chatfuel automations.
Voiceflow
Coming soonVoice and chat agents wired to the AskMarcel base.
INTEGRATION OFFER
« MARCEL INSIDE »
Tailored
integration included
- Integration support on your existing stack
- Priority access to the Diagnostic Guide — Beta diagnostic sessions
- Then the Business tier at €149/month — same path as the API
Business €149/month ex VAT
API PRICING
START FREE. SCALE WITHOUT REWIRING.
Developer to test. Starter and Business activate self-serve. Marcel Inside installs on your stack with our support.
We only bill what we know
A request is only counted when the answer is sourced and usable. Errors and empty responses are free.
Developer
Testing, POC, personal agents
- 50 requests/month — hard cap
- REST API + MCP server
- “Powered by AskMarcel” attribution
- Testing and POC — production not permitted
Starter
Indies, integrators
- Production use permitted
- REST + MCP, no attribution
- Webhooks & email support
- 500 requests/month included
Business
Service companies, CMMS/ERP vendors
- Contractual SLA & high rate limits
- Citable source — manual + page
- Priority support · unlimited seats
- Fair use: 5,000 requests/month
Scale / White-label
Manufacturers, distributors, large vendors
- Dedicated volume
- White-label
- Custom corpus
- Account manager
- Hard cap per tier (v4): no overage packs and no postpaid billing.
- 2 months free when paid annually upfront: Starter €290/year, Business €1,490/year.
- Marcel Inside installs on your stack with our support.
- A single avoided site revisit (€150+) pays for a year of Starter.
Are you a developer? Read the technical docs →
Frequently asked questions
What decision-makers ask us before an integration.
Another question? Contact our team
Ready to plug Marcel in?
A free Developer key to test tonight. Assisted integration to go to production.
