AI agent · embedded MCP

Klem acts.
You validate.
No black box.

Klem is Kabaun’s native AI agent. Embedded MCP architecture, 100% in-app. It reads your documents, queries your data, picks your factors, computes, alerts. You stay in control of every decision.

app.kabaun.earth · Agent Klem
K
Klem
Agent live · ADEME Base 2024
What are my 3 highest carbon footprint categories?
Based on your current report:
#1 Scope 3 cat. 1 (purchases) · 1 248 tCO₂e
#2 Scope 1 (fleet) · 487 tCO₂e
#3 Scope 2 (energy) · 312 tCO₂e
Source: ADEME Base Carbone v24.1 · 3 verified factors
Generate an action plan for Scope 3.
Preparing 3 priority actions aligned with SBTi 1.5°C…
Ask a question. The agent acts.
Agent, not chatbot

An agent. Not a chatbot.

A chatbot replies. Klem acts. Reads your documents, queries your calculations, raises alerts, drafts a plan. You make the call.

Generic LLM chatbot
  • ×Answers questions, one at a time
  • ×No memory across sessions
  • ×Text in, text out
  • ×No access to your business data
  • ×Public cloud, often outside the EU
Klem · Carbon AI agent
  • Runs a multi-step workflow autonomously
  • Keeps the context of your current report
  • Reads, computes, decides, alerts, logs
  • Wired to your carbon data via embedded MCP
  • 100% in-app Kabaun, hosted in Europe
5
Capabilities orchestrated by the agent
100%
ADEME Base Carbone covered entirely
100%
Klem actions logged and replayable
0
Data sent outside Europe
Agentic workflow

How the agent chains the work.

5 steps orchestrated by Klem. 1 decision left to make: yours.

01 · Trigger
Klem starts itself
PDF imported, data updated, alert scheduled. The agent kicks off on its own.
02 · Reading
Klem reads, extracts, normalises
OCR on your invoices, parsing your imports, line-by-line confidence score.
03 · MCP orchestration
Klem calls its tools
Embedded MCP architecture. Klem orchestrates the ADEME Base, the calculation engine, the anomaly detector.
04 · Decision
Klem proposes, ranks, justifies
Most likely emission factor, prioritised action plan, quantified alternatives. With sources.
05 · Action & audit
Klem executes and logs
Alert sent, calculation written, log signed. You see every action of the agent, replayable on demand.
Multi-capability agent

5 capabilities, 1 agent,
1 decision: yours.

A carbon AI agent built for Kabaun. Trained on GHG Protocol, BEGES, CSRD and the ADEME Base. Every action is sourced, logged, replayable.

ADEME mapping
Automatic match to the right factor
Each imported line is linked to the most relevant ADEME factor, with alternatives and justification.
Action plans
Prioritised, quantified recommendations
Actions ranked by CO₂e reduction potential, feasibility score and verified SBTi 1.5°C alignment.
Conversation
Auditable carbon chatbot
Query your data in natural language. Sourced answers, anomaly detection in conversation.
Embedded MCP
100% in-app, 100% Europe
MCP architecture embedded in Kabaun. The protocol stays inside your tenant. No data sent to OpenAI or Google.
Embedded agent · in-app

Klem lives inside
your Kabaun.

Klem is Kabaun’s AI agent. Not an external service you call out to: an agent that lives in your workspace, wired to your carbon data through an embedded MCP architecture. It reads, computes, decides, alerts, without ever leaving your tenant.

Unlike generic AI chatbots, Klem is trained on carbon accounting: GHG Protocol, BEGES, CSRD, ADEME. Every action is sourced, every calculation is replayable, every decision stays under your control.

Native AI agentEmbedded MCP100% in-appSigned audit trailCarbon-specialised LLMHosted in Europe
K
AI in app · everywhere in Kabaun

Klem is not a page. It’s in every screen.

You meet the agent where you work: on your invoices, on your dashboard, on your CSRD exports. Not a separate window. Not a third-party integration. Klem is native.

› On your invoices
Facture_Plastinord_2847.pdf
Acier France SAS · 2 400 kg2.89 ADEME · 97 %
Transport route · 1 200 km0.089 · 92 %
Klem3 lignes mappées · 1 à valider
Klem reads while you validate
Invoice view: Klem extracts lines, suggests the ADEME factor and shows confidence. You validate in one click.
› On your dashboard
Dashboard · April 2026
2 047tCO₂e+12 %
Scope 3 anomaly · cat. 1 (purchases)
Klem3 prioritised actions · −830 tCO₂e
Klem catches it before you look
Pilot view: Klem flags Scope 3 variations, proposes prioritised actions and quantifies the impact.
› On your exports
Export CSRD · ESRS E1
KlemMethodology note · ADEME v24.1 cited
Klem drafts the methodology note
CSRD/BEGES export view: Klem produces the methodology note in compliant language, with sources and replayable calculations.
Invoices viewDashboard viewCSRD exports viewScope 3 suppliers viewAction plans viewAudit trail view
Capability 1 · Reading

The agent reads your invoices.

Klem reads your supplier PDFs autonomously. It extracts lines, quantities, units, and reports a confidence score line by line. You validate the ambiguous cases, the agent does the rest.

  • Autonomous reading of your supplier PDFs
  • Extraction: description, quantity, unit, supplier
  • Per-line confidence score (0–100%)
  • Human validation for ambiguous cases
  • CSV / Excel import with AI mapping
Facture_Plastinord_2847.pdf
2.4 MB · analysis in progress
SUPPLIER INVOICE › IMPORTED PDF
97 %
92 %
71 %
95 %
Capability 2 · Mapping

The agent picks the right factor.

Klem matches each line to an ADEME factor, justifies its choice, suggests alternatives. You keep the final call, the agent tells you why it picked that one.

  • ADEME Base queried at every calculation
  • Automatic semantic association
  • Justification of the chosen factor
  • Alternatives suggested if ambiguous
  • Full traceability for audit
Base Carbone® ADEME · v24.1
5 candidate factors · best match 1.842
KLEM ASSOCIATIONS · ADEME BASE 2024
Fuel
0.235
Electricity
0.052
Travel
0.178
Mat. purch.
1.842
Transport
0.097
kgCO₂e / unité · Source ADEME Base Carbone v24.1
Capability 3 · Decision

The agent ranks your actions.

Klem analyses your footprint and proposes an action plan ranked by reduction potential and feasibility. Each action is assignable, quantified in tCO₂e and aligned with SBTi 1.5°C.

  • Actions ranked by CO₂e potential
  • Feasibility score (effort, cost, timeline)
  • Assignment to a responsible person
  • SBTi 1.5°C alignment verified
  • Integrated progress tracking
Roadmap Scope 3 · Horizon 2030
3 ranked levers · −830 tCO₂e targeted
SBTi
KLEM ACTION PLAN · 3 PRIORITIES
#1 · Reduce materials purchases
−420 tCO₂e
#2 · Transition to hybrid fleet
−230 tCO₂e
#3 · Renewable energies
−180 tCO₂e
SBTi 1.5°C aligned
Capability 4 · Conversation

The agent answers, sourced, inside Kabaun.

Ask Klem questions in natural language, right inside Kabaun. Precise answers, sources cited, calculations replayable. The agent knows your report, your suppliers, your history.

  • Carbon-specialised LLM, embedded
  • Natural language questions on your data
  • Answers linked to calculation sources
  • Anomaly detection in conversation
  • No data sent to OpenAI or Google
Klem · Carbon assistant
2 messages · responds in real time
KLEM CHAT · CARBON ANALYSIS
My Scope 3 has increased by 12%. Why?
12% increase driven by +340 tCO₂e on cat. 1 (purchases). Your supplier "Acier France SAS" updated their emission factor in March 2025.
Source: invoice 2025-03-14 · ADEME Base Carbone
What do you recommend?
Capability 5 · Simulation

The agent projects your trajectory.

Klem models decarbonisation scenarios and projects your footprint to 2030 and 2050. The agent recomputes live on every change, and shows you the gap to close vs SBTi.

  • Configurable decarbonisation scenarios
  • Net Zero 2030 / 2050 projections
  • Gap vs SBTi target in real time
  • Quantified impact of each action
  • Predictive emissions analysis
Simulation · Scenario B · 1.5°C
2024 → 2050 · 5 milestones · live recalculation
−78%
KLEM TRAJECTORY · SBTi 1.5°C SCENARIO
20242027203020352050
2 047 tCO₂eNet Zero 2050
SBTi scenario
Current trend
Modern architecture

Under the hood: embedded MCP.

Klem is built on an MCP (Model Context Protocol) architecture. The modern agentic standard, embedded natively into Kabaun. No fragile glue code, no external LLM dependency, no data leakage.

Native orchestration
Klem orchestrates its carbon capabilities (reading, computing, mapping, audit) over a standardised MCP protocol. Architecture designed for agents.
Strict isolation
Every action of the agent is scoped, traceable, replayable. No tool is invoked outside its allowed perimeter. You see everything, you control everything.
100% in-app, 100% internal
Klem’s MCP stays inside your Kabaun workspace. No public server, no outbound call. Your carbon data never leaves its tenant.
Embedded MCP, not exposed: you get the architecture without having to wire it.
Native traceability

You see everything the agent did.

Every action of Klem is logged, signed and replayable. Your auditors open the timeline and reconstruct each decision, line by line.

audit-trail.log · 14:0214:05
14:02Klem read Facture_Plastinord_2847.pdf · 4 lines extracted · 92% confidence
14:03Klem queried the ADEME Base · 5 candidate factors evaluated
14:04Klem proposed factor 2.89 kgCO₂e/kg · alternative 3.12
14:04Klem raised anomaly alert · Scope 3 variation +12%
14:05Klem awaiting your validation · 1 decision queued
Trust & transparency

No black box.

The agent is powerful. You stay in command. Every action of Klem is traceable, hosted in Europe, logged inside your tenant.

Full audit trail
Every Klem action is linked to its source: ADEME factor, data line, calculation method, timestamp. Your auditors see exactly what the agent did.
Hosted in Europe
The Klem agent runs on European servers. Your carbon data never leaves the European Union. Native GDPR, no exemptions.
Zero external transfer
No OpenAI integration, no Google AI, no third parties. The agent and its tools stay 100% inside your Kabaun workspace.
Embedded MCP · in-app only
Klem’s MCP architecture is internal to Kabaun. No exposed server, no public API. Your carbon tools stay safe.

Let the agent Klem
do the work.

Your invoices read. Your factors picked. Your plans generated. Your audit trail ready. You validate. You steer.

$klem analyse --scope all --format bilan
Lecture 47 factures PDF · OCR complet
312 lignes associées · Base ADEME 2024
Plan d’action généré · 3 priorités SBTi
> Résultat : 2 047 tCO₂e • Écart SBTi : −18 %
Personalised onboardingEU-hosted dataAgent and MCP 100% in-appSigned audit trail