PRODUCTION EXPERIENCE. NEW TRAINING MATERIAL.
If your product retains agent traces, tool calls, human corrections or supported outcomes, we can explore a scoped pilot. Loomwell is developing datasets and environments for AI labs and developers from experience authorized for those uses. Any supplier revenue share would depend on attributable buyer payments and a separate agreement.
Proposed revenue shareSubject to buyer payment and agreed terms
Seeking initial finance-agent company partners. Source-derived licensing is in development; no earnings are guaranteed.
THE SUPPLIER WORKSPACE
A workspace for onboarded suppliers to review source scope, package status and payment records when available.
Supplier sign in →LOOMWELL / FINANCE PARTNERSHIP Product workflow
Workspace access follows onboarding. Source access, each release and payment activation require separate approval; a displayed allocation is not a received bank payout.
THE FIRST PILOT
For finance agent companies, we match one approved source workflow to a buyer’s missing capability. The buyer’s feedback determines which cases we seek next.
Identify a finance-agent company with useful production evidence and a buyer with a concrete coverage gap. Agree the sample scope, permissions, required format and acceptance criteria before preparation.
Build a bounded, versioned dataset or environment against that requirement. Track independent case families and total preparation effort. Record the buyer’s decision on the exact package; payment and technical checks alone are not acceptance.
Record why cases were useful, rejected or sent back for rework. Use that feedback and preparation cost to source more of the workflow, refine selection, seek different supply or stop. Share actual licensing revenue under the supplier agreement.
For example, a buyer may need reconciliation exceptions with confirmed ledger outcomes. We would scope an approved accounting-agent sample, prepare one versioned package, and use the buyer’s acceptance or rejection reasons to refine the next sample. Supplier permissions and actual licensing remain separate.
Explore the company partnershipThe first pilot is complete when a buyer accepts the agreed package and we record what their feedback says to source next, with a named owner and next action. Preparation effort and useful coverage guide the next cycle.
EXPLORE THE WORKFLOWS
Authored demos across ten segments show possible tasks. The first source partnership will focus on one workflow with usable data and buyer demand.
Comps · Precedent transactions · DCF · Merger model · CIM and pitch book drafting
Where agents slip: A comp with a different business model is left in the set.
Open interactive demoCIM screening · LBO model · Quality-of-earnings review · IC memo
Where agents slip: The same one-time cost is added back twice.
Open interactive demoCredit memo · Add-back analysis · Covenants · Borrowing base
Where agents slip: Uncapped add-backs are permitted in the covenant EBITDA definition.
Open interactive demoInitiation reports · Estimate revisions · Price-target models
Where agents slip: A guidance change is not carried into the estimates.
Open interactive demoEarnings model updates · Call and filing analysis · Thesis memos
Where agents slip: A revenue-recognition change in the 10-Q is missed.
Open interactive demoFinancial plans · Rebalancing · Suitability · Tax-loss harvesting
Where agents slip: A proposed loss harvest repurchases the same security within the wash-sale window.
Open interactive demoMonth-end close · Reconciliation · Accruals · Revenue recognition
Where agents slip: A documented timing difference is incorrectly flagged as an error.
Open interactive demoKYC/AML review · Loan underwriting · Account onboarding
Where agents slip: A beneficial owner is hidden behind two holding companies.
Open interactive demoClaims review · Underwriting · Policy comparison
Where agents slip: A claim falls under an exclusion buried in an endorsement.
Open interactive demoBacktest hygiene · VaR and Greeks · Pre-trade compliance · Trade reconciliation
Where agents slip: A backtest uses future data: look-ahead bias.
Open interactive demoOut of scope: alpha generation and trading decisions.
Try a free agent evaluation Explore all environmentsDISCUSS THE ECONOMICS
We have not established supplier earnings or typical license prices. A pilot may produce no licenses or revenue; there is no standard revenue share or earnings forecast on offer.
Agree the share, which buyer payments qualify, and how fees, costs, refunds, disputes and taxes affect the amount payable.
Specify the approved material, buyer, uses, duration and any repeat licenses covered by the agreement. Source approval alone does not authorize a release.
Agree payment timing and onboarding requirements. Applying, contributing or passing review alone does not create a right to payment.
A CLEAR SCOPE BEFORE SOURCE ACCESS
Define what can be inspected, rebuilt and licensed before a pilot begins.
Discuss your requirementsNo: start with one bounded failure pattern, not a broad trace export. Agree on the permitted source access, abstraction, derivative creation and lab uses before any connection.
The deliverable may be an approved dataset or a separately authored synthetic world built from a supplier-approved pattern brief. Each format needs specific rights and human privacy review; removing identifiers or rebuilding figures does not guarantee anonymity.
Your approval must be supported by the necessary company, client and other rights for the source scope, derivatives and intended uses. Operating an agent does not automatically grant rights over client or employer records.
Your agreement sets attribution, share, payment timing and permitted uses. Applying, submitting or passing review alone does not trigger payment, and earnings are not guaranteed.
Authority and consent for the specific scope come first. Do not submit client records or credentials through the public contact form.
THE PRODUCT, IN PLAIN LANGUAGE
An RL environment can give an agent a fictional company, documents, tools and a task. A grader checks its work against specified rules. Our public demos score your structured choices; they do not run or train a model.
Fictional demonstrations for software research, not financial, investment, accounting, tax or legal advice. Demo scores are not professional validation.