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
- ~250 ms average latency in production
- Abstentions never billed
- Sources cited page by page
- Your customer conversations are not stored
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/v2
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
15 JSON-RPC tools for Claude Desktop, ChatGPT and your agents.
- OAuth 2.0 with consent
- Public manifest, published to the MCP Registry
- 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 — 250 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 pack pinned.
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 via the pilot
VALIDÉ EN PRODUCTION
LA PREUVE, PAS LA PROMESSE
HVAC-Bench : jusqu'à +86 pts de précision vs LLM seul sur les scénarios CVC critiques.
Voir le benchmark complet~250 ms
Latence moyenne
Connecteurs validés
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.
PILOT OFFER
MARCEL INSIDE PILOT
€490
one-off · integration included
- Integration support on your existing stack
- Priority access to the Harness — Beta diagnostic sessions
- Credited against the annual Business plan (€1,490) within 30 days
- Then the Business tier at €149/month — same path as the API
Business 149€/mois HT · crédit pilote 1490€/an
API PRICING
START FREE. SCALE WITHOUT REWIRING.
Developer to test. Starter and Business activate self-serve. The Marcel Inside pilot fast-tracks your production launch.
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
- 250 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
- 1,000 requests/month included
Business
Service companies, CMMS/ERP vendors
- Contractual SLA & high rate limits
- Citable source — manual + page
- Priority support · unlimited seats
- Fair use: 7,500 requests/month
Scale / White-label
Manufacturers, distributors, large vendors
- Dedicated volume
- White-label
- Custom corpus
- Account manager
- Overage: one single pack, €29 per 1,000 requests. Prepaid, no expiration, never billed in arrears.
- 2 months free when paid annually upfront: Starter €290/year, Business €1,490/year.
- The Marcel Inside pilot (€490, integration included) is credited against annual Business.
- 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 a pilot.
Another question? Contact our team
Ready to plug Marcel in?
A free Developer key to test tonight. A 30-day pilot to go to production.
