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 numbers

Technical 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.

01

Keep your stack

Chatbot, voicebot, CMMS, field-service or customer support — we replace nothing.

02

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.

03

Your prompt stays in charge

Support level L1/L2/L3, tone, human escalation — you drive the experience.

ManyChatElevenLabsVoiceflowIntercomChatfuelClaudeChatGPTGeminiMCP

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

BETA

THE 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.

01

Open a session

Brand, model, fault code or symptom: the equipment is resolved, the pack pinned.

02

Propose the next check

A discriminating, safe action, cited from the manufacturer manual.

03

Take in the field answer

Typed measurement or natural language — hypotheses are recomputed.

04

Export the summary

Deterministic report, no LLM, exportable for 90 days.

Session projection (real excerpt)

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
Request Beta access

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

Claude
ChatGPT
Gemini

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

Free
  • 250 requests/month — hard cap
  • REST API + MCP server
  • “Powered by AskMarcel” attribution
  • Testing and POC — production not permitted
Create a free key

Starter

Indies, integrators

€29/ month excl. VAT
  • Production use permitted
  • REST + MCP, no attribution
  • Webhooks & email support
  • 1,000 requests/month included
Choose Starter
Popular

Business

Service companies, CMMS/ERP vendors

€149/ month excl. VAT
  • Contractual SLA & high rate limits
  • Citable source — manual + page
  • Priority support · unlimited seats
  • Fair use: 7,500 requests/month
Choose Business

Scale / White-label

Manufacturers, distributors, large vendors

Setup from €5,000+ subscription from €490/month
  • Dedicated volume
  • White-label
  • Custom corpus
  • Account manager
Talk to the team
  • 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.

Field technician? See app pricing →

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.