What happened, and why?
Bring technical uncertainty, alternatives and documented work into one project account.
Engineering evidence. R&D review.
Understand the work behind your engineering investment. Bring technical records, project context and costs into a review you can inspect and act on.
Start with uploads. No card or sales call required.
Bringing a client? Explore the adviser pathSoftware reliability · January–June
The project notes describe comparing keyword and embedding retrieval for ambiguous queries. Final benchmark results have not been supplied.
This sample explains the format; it is not a customer result or an available allocation feature. Your review uses supplied records and identifies its preparer. An initial review is not a tax eligibility determination or an approved annual report.
A useful first deliverable
An initial R&D evidence review connects what was attempted, the records behind it and the questions that still need an answer.
Bring technical uncertainty, alternatives and documented work into one project account.
Follow findings back to saved source versions. Keep an unverified outcome visible.
Review supplied payroll, AI and cloud costs with an explicit method. Missing records stay missing.
Connect the context
Use the records you already have. No installation on every employee’s computer.
Selected repository history, issues, project briefs and experiment notes explain what the team worked on.
GitHub · Linear · Jira · GitLabUpload invoices and usage exports alongside project evidence. Establish what a bill covers before assigning it to a project.
Invoices · usage exports · expense recordsBring payroll, participation records, decisions and supporting documents for the agreed reporting period.
Uploads · Notion · Google DriveConnections depend on configuration and permitted scope. Uploads can be used on their own.
Explore the inputsFrom records to review
One company, one reporting period, one initial review. Preparation can be manual, with an identified preparer.
Create your account and agree the company, reporting period and jurisdiction.
Upload what you have or authorize selected sources. Save exact evidence versions.
A preparer examines the records, explains supported findings and identifies gaps.
Open the saved review, inspect its references and resolve the next questions with your adviser.
AI assistance in the Proforma Workspace
Use configured AI to investigate your data and build on the evidence. Keep the questions, source records and methods in view.
Ask the agent to inspect records, compare supplied experiment outcomes and identify open questions.
Use the Workspace to draft a source-linked account, then review its reasoning and references.
Build SQL Models, Apps and Actions for calculations and investigations you want to run again.
AI and cloud spending
Pair invoices and usage exports with the work they supported. A defensible cost account needs project context and a stated allocation method.
“What does this bill cover—and which records connect it to the project?”Bring AI cost records
Your initial review is prepared explicitly. Connecting an account or uploading a bill does not automatically calculate ROI or produce a tax determination.
Two ways to begin
Companies
Supply technical and financial records. Get an initial review of the available evidence, gaps and next steps.
Advisers
Start with one permitted client engagement. Collect its evidence and prepare a review your team can inspect.
Explore the adviser pathKeep the basis of the review visible
You choose the records in scope. Saved evidence and published reviews keep their exact versions. An initial review is not a tax eligibility determination or an approved annual report.
Read about access and controlsThe wider Proforma platform
R&D review is a focused place to start. The platform underneath connects data, preserves methods and supports software and analysis you can build on.
Versioned Files retain the record and its source history.
Query Data and preserve calculations in SQL Models.
Use Apps and configured AI or Actions for useful, repeatable work.
Research & field notes
Practical research on changing tax rules, engineering evidence and the economics of AI.
Start with the records you have
Set your scope and take the first step toward an initial R&D evidence review.
“Talk to an advisor” opens an email draft. Follow-up, fees and formal delivery are agreed separately.