Investor relations
Every company will own its AI.
The learning loop already exists. Today it trains the vendor’s model.
Model Deed
No. 3302
- Owner
- Keller
- Model
- Keller TLM
- Release
- 12
- Date
- 22 October 2026
- Fingerprint
- 9f2c 41ab 77e0 c3d1
- Signed
- Keller and Eigna
Illustrative data. The Model Deed is in development.
The thesis
Every company will own its AI. We build those models, run them and keep them learning, and every install makes the next one easier. Recurring, expanding, with hardware and equity on top.
The vendor owns the modelThe client owns the model
Keeps learning
Rented, learns from youThe vendor keeps the model your work improves.
Owned and keeps learningEigna, run as a service, released only when better.
Trained once
RentedThe same model for everyone.
Owned, trained onceThe model stops learning at go-live.
The loop runs today, for the vendor. Ownership is sold trained once. Eigna joins the two.
What we have shown
Built, tested and published. Losses included.
- Lower forecast error than its base model, Benchmark 001Not yet ahead of a simple last value baseline
- 17.8%
- Held-out days, hourly BTC and ETH, 24 hours ahead
- 243
- A first training run end to end on one H200 GPUAn engineering measurement
- $5.22
- Proof Ladder cells done1 partial, 52 to run
- 1 of 54
Our first training run cut forecast error 17.8% against its base model. It is not yet ahead of a simple last value baseline, and we publish that too.
What we still have to prove
- A first expert that beats a last value baseline, so a result can become a product claim.
- The Eigna Loop running for a paying client, with its first learning report.
- The proposed prices, accepted by buyers who pay for a Test Lab.
- The first Eigna Box running a full local expert.
- The next three cases signed in the focus industries.
First clients by case: trading, media and coding. Our first client shares founders with Eigna, and we say so up front.
Team
Built where mistakes cost money.
Omar Garcia
Co-founder and CEO
Founding engineer of the exchange behind one of Latin America’s largest crypto on-ramps; sole engineer of a Rust matching engine at 12,500 transactions a second.
Andrés Soltermann
Co-founder and CBO
Trained as a developer, co-founded a marketing firm in 2019, then built partnerships across DeFi at DeFi Franc and LoopFi. Owns every route to market.
James Sherborne
Co-founder and CFO
From banking to on-chain infrastructure: runs validators and built a full market-data platform on his own. Owns the plan, the round and the compute.
Roman Fritschi
Co-founder and CTO
Computer scientist and ex-ABB engineer; built conversational AI for brack.ch before the LLM era. Founder since 2015, CTO of two fintech products.
How we work with investors
The same standard as our benchmarks.
- The deck, after a short reviewRequest it below. Every request is reviewed by James.
- A data room, by invitationThe financial model, technical documentation and benchmark run records.
- Every number with its sourceForecasts are labelled as forecasts. Dates after 2026 are targets. Losses sit next to wins.
- No terms on this siteRound size and terms are a conversation, not a web page.
Contact
Request the deck.
James Sherborne
Co-founder and CFO
He owns the round and investor relations, and reads every request.