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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 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/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

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 manufacturer result is journaled and the current Beta pack applies.

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 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 benchmark

18

HVAC-Bench V1 frozen cases

Compatible Claude · ChatGPT · Gemini

Claude
ChatGPT
Gemini

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

Free
  • 50 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
  • 500 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: 5,000 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
  • 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.

Field technician? See app pricing →

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.