◈ Peel Investor overview Download PDF ↓ 中文
INVESTOR OVERVIEW · 2026

Knowledge you can follow.
Science you can build on.

Peel is a symbolic runtime that makes AI answers traceable to their source — built for research, medicine, and the tools people cannot afford to have wrong.

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THE PROBLEM

AI is fluent.
It is not grounded.

Language models write confident answers that can be wrong — and cannot reliably say why they said what they said. In research, clinical work, and tools for vulnerable users, an eloquent guess is a liability. Bigger models and bolt-on retrieval make the guesses smoother, not the grounding real.

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THE INVERSION

Let the symbols
author the facts.

Peel flips the usual architecture. A typed symbolic store is the only author of facts. The neural model is demoted to two jobs — propose (it must pass symbolic extraction) and render (it cannot add content). Hallucination is prevented structurally, not statistically.

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THE PRODUCT

One console.
Every answer sourced.

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SYSTEM CONNECTION

Get your lab hooked up.
No special equipment.

One console connects the systems a lab already uses — 19 public science services (PubMed, UniProt, AlphaFold, ClinVar, KEGG and more), a compute bench, and WetHands lab automation reaching LIMS, electronic notebooks, and instrument APIs. We connect the instruments that were never meant to connect. Nothing to rip out.

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THE MOAT

A contract nothing
gets past.

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AIRTIGHT BY DEFAULT

Your research never
leaves your computer.

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PROOF IT IS REAL

Built. Tested.
Live to click.

44tools on one console
117/117adversarial scenarios · 0 findings
6public research papers
~372kstructured records in the prototype

A working demo runs today at perslis.com/peel/demo. Open datasets and an on-device model are public.

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WHY NOW

Adoption is here.
Trust is the bottleneck.

AI is entering regulated and high-stakes work faster than it can be trusted there. Agentic tools now act, not just chat — so access has to be governed and answers have to be checkable. On-prem and air-gapped demand is real. Grounding is the gate everyone hits, and it is the gate Peel is built to be.

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WHERE IT LANDS

Research runs on
tools like these.

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HOW WE MAKE MONEY

Land a pilot.
Expand the lab.

We stand up a pilot lab with a research partner around one bounded question and a clear definition of success. Pilots convert to per-server and per-seat licensing; enterprise deploys on-prem. Integration and support compound the relationship. Land narrow, expand across the lab.

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THE PATH

Prototype to
enterprise.

TODAY

Research prototype and a live, clickable demo.

NEXT

Pilot deployments with named research partners.

THEN

Domain validation against expert reference answers.

SCALE

Governed, on-prem enterprise deployments.

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THE ASK

Fund the runtime
research can trust.

We are raising to productize the runtime for on-prem and enterprise, validate it with research partners against expert references, and build go-to-market. The vision: a research environment where every conclusion carries its evidence — and no answer outruns what can be shown.

perslis.com · research collaborations →
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