From raw data to defensible credit — one system, no gaps.
Most R&D credit tools are a questionnaire with a spreadsheet behind it. Ricerca is a purpose-built platform that enforces the IRC §41 statutory tests in software — collecting the evidence, screening the exclusions, computing every layer of benefit, and challenging its own work — before R&D experts review and finalize the study.
- Federal §41 credit — both methods
- State R&D credits
- §41(h) payroll-tax offset (Form 8974)
- §174A domestic expensing position
- §41(f) controlled-group allocation
Five stages, each one accountable to the last.
Data flows one way — from source systems to a finalized study — and every stage must clear before the next begins.
- 01
Collect
Payroll, general ledger, and engineering evidence flow in through secure connectors or uploads — organized automatically.
- 02
Substantiate
Every business component is documented against the §41 tests before a dollar is counted — the platform enforces it.
- 03
Compute
QREs, both credit methods, state credits, and your §174A position — computed from one substantiated base.
- 04
Challenge
An independent AI examiner red-teams the study; a second model family runs compliance QC; humans resolve disagreements.
- 05
Deliver
R&D experts review and finalize. You receive the study, filing-ready forms, and an organized audit file.
The statute, enforced — not assumed.
Thin studies fail because qualification is asserted, not documented. Ricerca refuses to count a dollar of QRE until the §41 substantiation behind it is complete.
Four-part test, per business component
All eight §41(d)(4) exclusion screens
Funded research & contract analysis
Enforced at three layers
Every layer of benefit, from one substantiated base.
Once the facts are in, the platform computes the full stack — federal, state, payroll offset, and expensing — so nothing is left behind and nothing double-counts.
Both methods, compared
§41(f) controlled groups
Payroll-tax offset for startups
State credits, same base
§174A expensing position
Prior years & amendments
The platform argues with itself, so the IRS doesn’t have to.
Before a study reaches human reviewers, it survives an adversarial gauntlet — independent AI reviewers with different model families, and a system that would rather stop than guess.
Independent AI examiner
A red-team agent — a different AI model family than the one that drafted the study — challenges qualification the way an IRS examiner would, hunting for weak components before an examiner can.
Cross-family compliance QC
A second, independent model family re-checks the statutory tests and the math. Independence is counted by model family, so the same brain never grades its own homework.
Abstention gate
When reviewers disagree or substantiation is thin, the platform abstains — no study auto-issues. Open questions route to people, consistent with AICPA standards for tax positions.
Experts finalize
R&D experts review qualification decisions, amounts, and narratives, and finalize every study before it is issued. Approval is gated on complete §41 substantiation — the software will not let it through otherwise.
The qualification engine is also regression-tested in CI against a golden set of §41 fact patterns, with a hard gate on over-claiming — so a release can’t quietly loosen what qualifies.
A deliverable set built for three audiences.
Your leadership gets clarity, your preparer gets filing-ready forms, and — if it ever comes to it — an examiner gets organized, contemporaneous substantiation.
The study report
Credit summary plus rich technical narratives per business component, per employee, and per expense category — mapped to the four-part test.
Filing-ready forms
Form 6765 (Dec. 2024 revision, Sections A–G) that reconciles on its face, Form 8974 for the payroll offset, and a pro-forma Form 3800.
QRE workpapers
Wages, supplies, contract research, and cloud/computer rental — every figure traced back to payroll, GL, or invoice source.
The audit file
Contemporaneous evidence, exclusion screens, and the controlled-group and funded-research analyses — organized the way an examiner will ask for them.
Built like the tax data it holds is sensitive. Because it is.
Payroll files, general ledgers, and engineering records are among the most sensitive data a company has. The platform treats them that way at every layer.
Encrypted everywhere
Data is encrypted in transit and at rest, with integration tokens sealed under dedicated key encryption.
§7216 confidentiality, automated
Taxpayer-identifying data is automatically redacted before any AI processing — confidentiality enforced in code, not policy documents.
Enterprise AI routing
In production, AI calls route exclusively through enterprise Azure AI Foundry endpoints. Your data is never used to train public or third-party models.
Read-only, minimal connectors
Accounting and payroll connections are read-only; engineering connectors collect metadata only — never your source code.
Modern access control
Sign in with Microsoft 365 single sign-on, role-based access, and tenant isolation between firms and clients.
E-signed engagements
Engagement letters are signed electronically in the portal, so scope, terms, and authorization are on record before work begins.
We meet your data where it lives.
Ricerca pulls wages, the general ledger, and engineering evidence from the tools you already use, so intake is near-effortless and every qualified dollar traces back to source. And you can always start from a secure spreadsheet, GL, or payroll export — no integration is ever required.
- Live Connect today with a direct OAuth link
- Rolling out Connector built — being enabled now
- Planned On the roadmap
Accounting & ERP
QuickBooks Online connects directly today. The rest connect through our unified accounting connector — one secure, read-only link to your general ledger.
- Live QuickBooks Online
- Rolling out Xero
- Rolling out NetSuite
- Rolling out Sage Intacct
- Rolling out Dynamics 365 Business Central
- Rolling out FreshBooks
Payroll & HR
One secure connection through our unified payroll connector reaches hundreds of payroll and HRIS systems — these are the ones we see most.
- Rolling out ADP
- Rolling out Gusto
- Rolling out Paychex
- Rolling out Justworks
- Rolling out Rippling
- Rolling out TriNet
- Rolling out Workday
- Rolling out BambooHR
Engineering evidence
Contemporaneous proof of experimentation from the tools your engineers already use. Metadata only — commits, pull requests, and tickets. Never your source code.
- Rolling out GitHub
- Rolling out Jira
- Planned GitLab
- Planned Bitbucket
- Planned Linear
- Planned Azure DevOps
Don’t see your system? Tell us what you use — our connector layer reaches hundreds of payroll, accounting, and HRIS platforms, and secure exports work today regardless.
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