Case studies / Pilot outcomes

Proof from the first pilots.

These anonymized engagement outcomes show how organizations used Carbon AI to make AI-query emissions visible, attach a clear evidence trail, and match supported emissions with verified carbon removal.

Read the outcomes Review the attestation contract
01 · Engagement outcomes

Two pilots, measured in the workflow.

The following results are drawn from approved company materials. They describe pilot outcomes, not a general performance guarantee for every deployment.

Pilot 01 — Aviation

Major airline brings query-level carbon accounting into customer and internal operations.

An anonymized major airline embedded Carbon AI in its booking experience and internal operations tooling, covering AI recommendations, chatbot responses, and yield-management inferences.

Customer / sector
Major airline; customer-facing booking and internal operations
Use case
Measure and account for AI queries as they move through the airline workflow.
Measured outcome
100% of AI-query CO2 offset
Carbon-accounting result
Certificates issued per session, backed by verified EU CRCF-aligned removal.
See the attestation contract → Inspect the proof surface →

Pilot 02 — Enterprise SaaS

SaaS platform turns high-volume AI accounting into procurement evidence.

An anonymized enterprise SaaS platform processing more than 40 million AI queries per month adopted Carbon AI to support sustainability clauses in enterprise procurement and renewal conversations.

Customer / sector
Enterprise SaaS platform; high-volume AI product and procurement
Use case
Package query-level carbon evidence and removal certificates with enterprise renewals.
Measured outcome
40M+ AI queries per month
Carbon-accounting result
28t CO2 removed per month, with satellite-MRV certificates in renewal packages and zero additionality disputes in procurement.
See the attestation contract → Inspect the proof surface →

Accounting boundary. Carbon AI estimates query-level operational-energy emissions on a market-based Scope 2 basis. Where the engagement supports matching, the recorded removed amount follows the estimated amount; receipts and certificates preserve the evidence trail. These summaries do not imply live provider-meter data or external on-chain anchoring. Read the full methodology.

02 · Evidence trail

From outcome to inspectable record.

The public contract explains what is attested, while the verification surface shows how a receipt can be checked. Together they keep the pilot claims connected to the underlying accounting model.