SystemTax Compliance & Tax Technology

R&D Tax Credit Study

An R&D tax credit study you can defend, every dollar tied to evidence written at the time

A research credit you can defend, every dollar tied to evidence written at the time.

See one case, screen by screen ↓
demo$411,936crediton the sample study, decided together with $21.0M of §174A deductions
demo$1,186,300left outin six weak projects, each with its rule and source, before anyone files
demo1 min 52 smedianfor an engineer to answer the interview — 39 of 46 answered
target100%of claimed projects backed by evidence written at the time
In short

What is R&D Tax Credit Study?

The work product that supports a research credit claim: each project tested against the four-part test, the qualified research expenses behind it, the exclusions and the computation. R&D Tax Credit Study builds it from project, time and payroll records — seven agents quote evidence written at the time, tie wages to payroll, argue the IRS's side and compute the credit, and the tax director approves and signs.

How to choose AI solutions for back-office and enterprise work →

Updated

The problem

Why a research credit is hard to defend

The research credit is won or lost on the four-part test, project by project — a permitted purpose, technological in nature, uncertainty about capability, method or design, and a process of experimentation for substantially all of the work — and on proving whose wages went into each project. Many engineering teams keep no project time records, so wages are estimated, and the study is usually written six to eighteen months after the work, from interviews with engineers reconstructing what they did.

That reconstruction is what fails in an exam. Courts have denied credits where the experimentation was not recorded at the time, and exclusions — research after commercial production, funded research, routine testing, internal-use software below the high threshold — are where claims come apart. Since 2025 the same records also drive the Section 174A deduction, and Form 6765 Section G asks for the numbers per business component.

typical80%of the activities must be a process of experimentation — “substantially all”
typical20%accuracy-related penalty on an underpayment from negligence or a substantial understatement
typical80% of QREsreported per business component in Form 6765 Section G, up to 50 components — optional only for tax years beginning before 2026
Where a year's study goes, in the analyst's working daysestimated
By hand45 days
With the solution10.5 days
  • Finding the projects in epics, repositories and design documents5 → 1 d
  • Collecting evidence for the four tests, project by project10 → 2 d
  • Scheduling and writing up engineer interviews12 → 2 d
  • Allocating wages and tying them to payroll6 → 1.5 d
  • Reviewing exclusions and weak projects4 → 2 d
  • Credit, Section 174A, Form 6765 and the written study8 → 2 d

Estimated split for one year's study across two R&D centres, by hand and with the solution.

How it works

How a year of engineering becomes a defended credit

Seven agents find the projects, quote the evidence, ask the engineers, split the wages, argue the IRS's side and compute the credit; the tax director signs.

What comes in
Records in61,240 tickets · Jira, Git, design docs, payroll, ledger
Agents at work
Discovery agent17 projects
Then
Evidence agentfour tests, quoted
Interview agentone-click answers
Then
Allocation agentwages tied to payroll
Skeptic agentargues the IRS side
Then
Calculation agentcredit + §174A
Defence agentstudy + rehearsal
A person decides
Tax directorkeeps, excludes, approves; signs
What comes out
Credit and Form 6765
Weak projects left out
Exam answers ready
One case, step by step

One year's study, from the agents' run to a signed credit

Kestrel & Vane Group's US group files a consolidated return. Its FY2026 study (1 Jul 2025 – 30 Jun 2026) covers two R&D centres, Energy Systems in Austin and Distribution Technology in Dayton, with the return due 15 Apr 2027 on extension. The agents finished their run on Monday 12 October. It is Thursday 15 October. Here is what happens next, screen by screen, in the working solution.

  1. 01Thursday morning

    The study, waiting for her

    Nadia Brooks · Tax Director

    Nadia's home screen opens on four numbers: a research credit of $411,936 ready for her approval, $4,862,400 of qualified expenses in 11 projects, $1,186,300 left out in 6 weak projects, and $21.0M of §174A deductions. The agents read 61,240 tickets, 38,912 commits and a year of payroll. Six things need her; the study sign-off is the main one, and beside it the agents report in their own words.

    Interview agent: “39 of 46 engineers answered, in a median of 1 min 52 s. Two are past the 5-day clock; I told their managers.”

  2. 02She asks

    “What should I do first?”

    Calculation agent

    Nadia asks the agents in plain words. The Calculation agent answers with sources: decide the pump seal challenge first — the only project still disputed, $121,500 — then choose the §174A catch-up, then approve the study. The interviews still open do not change any project's verdict. Under the answer, one button opens the pump seal project.

    Every answer carries numbered citations that open the passage it rests on.

  3. 03The board

    The year as one board: a row per project, a column per test

    Nadia Brooks · Tax Director

    Each of the 17 projects is a row. The four columns are the four tests, each cell a quote from Jira, Git or a design document with the date it was written; on the right, the expenses and a kept or excluded verdict. 1,846 quotes, 97% written at the time. Filters show what is kept, excluded, challenged or waiting on an engineer.

    Skeptic agent: “I scored every project the way an examiner would read it. Six fail a test and are left out; two are kept but challenged, and their cells are marked weak.”

  4. 04One click on a cell

    Hydra's experimentation, straight from its commits

    Evidence agent

    Hydra battery thermal model, owned by Mateo Ruiz, is the largest project at $1,920,400. Its experimentation cell opens the repository kv-hydra-thermal: tags v0.1 to v0.14, from baseline air cooling at ΔT 6.8 °C in September 2025, through “iter 7: channel 4 mm → ΔT 4.1 °C, fail”, to “iter 14: graded channels + pads → ΔT 2.6 °C, pass; pump 0.94 kW” on 20 Feb 2026. 412 commits by 9 authors sit between the tags.

    Evidence agent limit: it never paraphrases a quote, and anything written after the year ended is marked “written later” and cannot carry a test alone.

  5. 05Tue 6 Oct, in Teams

    Three questions, answers already drafted

    Mateo Ruiz · Senior Thermal Engineer

    Instead of an hour-long interview months later, the Interview agent sent Mateo three questions in Teams, each answer drafted from his own records: Hydra 75%, field installation support 20%, other work 5%, from Workday time records and 412 of his commits; the unknown he was chasing, quoted from Jira HYD-212; and the 14 designs he tried. He confirmed all three in 1 min 48 s and added that iterations 10–12 were run with the thermal lab.

    The same three questions go to everyone, from a set Owen Castell approved on 2 Oct. Five working days to answer, a reminder at day 3, and the manager is told at day 8.

  6. 06The one dispute

    Pump seal lifetime test: the Skeptic argues the IRS's side

    Skeptic agent

    Pump seal lifetime test, $121,500, scores 73 and is challenged. Its uncertainty is recorded — “Unknown if silicon-carbide faces survive repeated dry starts” — but only two seal variants were run and the test plan says “confirm the supplier rating”. The Skeptic proposes exclusion as routine testing unless the team shows the dry-start work went beyond the supplier's test. Nadia can keep it with changes, accept the exclusion or ask the engineer again.

    “The Skeptic proposes; only a person keeps or excludes.”

  7. 07Left out before filing

    Six exclusions, each with its rule and its quote

    Owen Castell · R&D Credit Analyst

    Billing UI refresh is out for want of uncertainty: its own design document says “Reuse the existing design system components; no new technical risk expected” — $214,600. The Finance ERP release upgrade fails the internal-use software test, Lumen sensor co-development is funded by the customer, and Hydra's work after the first shipment on 21 Mar 2026 is split out as field installation support. Owen agreed all six on Mon 12 Oct; reinstating one needs a reason and goes to the VP Tax.

    Skeptic agent: “Leaving these out avoids a 20% penalty on the tax they would have saved.”

  8. 08Before the exam

    The IRS's questions, rehearsed while there is time

    Defence agent

    The Defence agent asked itself 14 information requests an examiner typically sends and drafted each answer from the evidence. Twelve are strong. Two are weak, with $420,400 of expenses behind them: the route optimiser's claim that nothing on the market fitted rests on an interview given after the year, and the pump seal testing may look routine. The evidence binder holds the 1,846 quoted passages, 17 project files and the 39 interview records.

    Defence agent limit: it answers only from cited evidence; weak answers are flagged, never padded.

  9. 09Credit and deduction, together

    §174A modelled beside the credit

    Calculation agent

    The alternative simplified credit, $411,936, beats the regular credit of $284,610, and the base years tie to the filed returns. The same records give §174A: $9,428,064 of domestic research costs deducted, the Brno team's foreign costs capitalised over 15 years, and $11,620,000 of 2022–2024 costs to catch up over one year or two. One year gives $2,440,200 of tax effect now; FY2026's effect comes to $4,832,029.

    Nadia proposes the catch-up; it goes to Graham Ellery, VP Tax, to co-approve.

  10. 10Signed

    She approves the study with a reason and her signature

    Nadia Brooks · Tax Director

    Nadia chooses A1 — “Approve the study as prepared: projects, evidence, wages and the credit are right” — adds a note for the file if she wants, and ticks the e-signature: “I approve the FY2026 research credit study as Nadia Brooks, Tax Director.” Until she ticks it, Approve and sign stays locked. The study is sealed, and the evidence binder with it.

    The agents file nothing. Credits or elections over $1M also need the VP Tax.

Who it’s for

Built for everyone who carries the credit.

The same study, seen by five of the people behind it — what the year-end scramble looked like, and what it looks like now.

NB
Nadia BrooksTax Director, US · owns the federal credit and the §174A position
Tax Director
Before
Signs a study written from interviews months after the work, and hopes no examiner asks about a particular dollar.
Now
“If an examiner asks about any dollar, I want the quote, the date and the person.” Every cell on her board now gives her all three.
OC
Owen CastellR&D Credit Analyst · prepares the study
R&D Credit Analyst
Before
Chased forty engineer interviews and assembled the evidence project by project.
Now
“Now I read the twelve cells the agents are unsure about.” He answers the Skeptic's challenges and agrees or reinstates each exclusion with a reason.
MR
Mateo RuizSenior Thermal Engineer · leads the Hydra thermal model
Senior Thermal Engineer
Before
Sat through an interview a year later and tried to remember what the team tried.
Now
“My commits already say what we tried. Don't make me write an essay.” He confirmed three drafted answers in Teams in 1 min 48 s.
CM
Carla MendesPayroll Lead · owns the payroll register and W-2 data in Workday
Payroll Lead
Before
Saw estimated wage splits she could not tie back to anyone's W-2.
Now
“Every wage dollar in the credit must tie to box 1.” She gets the one $18,400 difference, already explained, to decide.
GE
Graham ElleryVP Tax · co-approves credits over $1M and §174A elections
VP Tax
Before
Got the credit and the deduction as two separate numbers from two separate exercises.
Now
“One number for the CFO: the credit, the deduction and how safe they are.” He co-approves the catch-up election with both modelled side by side.
Built on the engine

7 agents. Each with one job, and hard limits.

Seven agents find the projects, quote the evidence, ask the engineers, split the wages, argue the IRS's side and compute the credit; the tax director signs.

Discovery agent

Finds candidate projects — business components — in Jira epics, repositories and design documents, groups the work and names the people. On the sample year it found 17 projects in 2,418 epics.

  • Never invents a project without two sources
  • Merges and splits are proposals a person accepts
Evidence agent

Quotes the evidence for each of the four tests with the date it was written, and builds the iteration timeline from the commits.

  • Never paraphrases a quote
  • Evidence written after the year cannot carry a test alone
Interview agent

Asks engineers three one-click questions in Teams or e-mail, pre-filled from their own tickets and commits, reads the answers and reminds the ones who have not answered.

  • Sends only an approved question set
  • Never changes an answer
Allocation agent

Splits each person's wages across projects from time records, commits and answers, applies the 80% rule, ties every dollar to box 1, and reads supplies, contract research and cloud costs from the ledger and contracts.

  • Never estimates without a basis
  • Payroll differences over $1,000 go to the Payroll Lead
Skeptic agent

Argues the IRS's side: tests each project against the audit guide, the regulations and case law, scores how well it would stand up, and challenges it or proposes to leave it out.

  • Never excludes on its own — it proposes, a person decides
  • Cites a rule for every challenge
Calculation agent

Computes the alternative simplified and regular credits, the §280C choice, the §174A deduction and catch-up, and Form 6765 with Section G.

  • Files nothing
  • Elections need the Tax Director, and the VP Tax over $1M
Defence agent

Writes the study report from the evidence, rehearses the IRS's information requests and builds the evidence binder.

  • Answers only from cited evidence
  • Weak answers are flagged, never padded
Tax director

Approves the study; the VP Tax co-signs elections. The agents propose; a named person decides.

Ask in plain words

Ask the agents about any project, in plain words

Every screen has the agent that did the work beside it. Ask about a project, a test, a person's wages or the credit — the answer cites its source, and it can open or filter what you need. Nothing changes until a person decides.

What should I do first?

Decide the pump seal challenge first: it is the only project still disputed, $121,500. Then choose the §174A catch-up, and approve the study. The interviews still open do not change any project's verdict.

Why is Billing UI refresh excluded?

Its design document says “reuse the existing design system components; no new technical risk expected”, and none of its tickets records an unknown. Without uncertainty it fails the test; $214,600 is left out. Owen Castell agreed (X1).

Why is Mateo Ruiz at 75%, not 100%?

His own answer splits his year: Hydra 75%, Hydra field installation support 20%, other work 5%. Field support came after the first shipment on 21 Mar 2026, so it is left out, and below 80% the rule does not apply.

What if we drop the pump seal project?

Expenses fall by $121,500 and the credit by $17,010, to $394,926. That decision is yours on the project screen; I change nothing until you record it.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

TodayThe credit, the expenses, what was left out and the §174A deductions; what needs the tax director, and the agents reporting beside it.
Asking the agents“What should I do first?” — the answer cites its sources and opens the project to decide.
The study boardA row per project, a column per test, each cell a dated quote; expenses and the verdict on the right.
One cell, its sourceHydra's experimentation: 14 design iterations from the repository tags, failures and the pass.
A project, test by testEach agent's part, the four tests with their quotes, the iterations chart and the decision to keep, change or exclude.
The engineer's interviewThree questions in Teams, each answer drafted from the engineer's own records, confirmed in under two minutes.
Wages tied to payrollAllocated wages against the box 1 register, the checks behind them and the one difference, explained.
The Skeptic's challengeA weak experimentation cell, the challenge with its citations, and three ways to decide.
ExclusionsSix projects left out with the rule, the quote and the money; reinstating needs a reason.
The creditAlternative simplified against regular credit, the base years, where the expenses come from and the checks before approval.
Section 174ADomestic deduction, foreign amortisation, the one-year or two-year catch-up and the §280C choice, modelled together.
Approve and signA reason code, a note for the file and the tax director's e-signature.
Exam rehearsalFourteen typical information requests with drafted answers, two flagged weak, and the evidence binder.
Governance

Built for the exam: quoted, signed, on the record.

Every test quoted and datedEvery cell on the board quotes its ticket, commit, design document, payroll line or contract clause, with the author and the date it was written. Anything written after the year is marked “written later” and supports a test but cannot carry it.
A named person decides and signsA person decides every project verdict, exclusion and election with a reason code. The Tax Director approves the study with an e-signature, and credits or elections over $1M also need the VP Tax.
The Skeptic proposes, never excludesThe Skeptic agent argues the examiner's side and proposes what to leave out; the analyst answers the challenge or accepts it, and the dispute stays on the record. Reinstating an exclusion needs a reason and the VP Tax.
Read-only on every system of recordJira, GitHub, Confluence, SharePoint, Workday and SAP S/4HANA are read through read-only service accounts; Teams is used only to send interview questions and read the replies. Below 90% confidence the agents ask a person instead of deciding.
Rules approved by the VP TaxThe four-part test guidance, exclusions, the written-at-the-time window and the thresholds are versioned settings, each with its source beside it. A change is a draft until the VP Tax approves it, and method changes from last year are shown.
A sealed audit trailEvery agent step and every decision is on the audit trail, in order; each entry carries a hash of the one before, so nothing can be changed or removed unseen. It exports with the evidence binder.
Configuration

Your method, written down once

The rules every project is tested against are settings with their sources beside them. Changes are drafts until the VP Tax approves them, and the Skeptic agent will tell you what a change would do to this year's study before you send it.

SettingDefaultChoose from
Four-part testAll four tests need a quote written in the tax year or within 90 days afterIRC §41(d) · Treas. Reg. §1.41-4(a)
Written laterInterviews and notes after that date support a test but cannot carry itIRS Audit Techniques Guide
Internal-use softwareHigh threshold of innovation: innovative, significant risk, not commercially availableTreas. Reg. §1.41-4(c)(6)
Commercial productionResearch ends at the first customer delivery in SAPIRC §41(d)(4)(A)
Contract research65% of amounts paid; we must bear the risk and keep the rightsIRC §41(b)(3)(A)
Confidence below which an agent asks a person90%Threshold · a draft until the VP Tax approves
Skeptic score that opens a challenge75Threshold · a draft until the VP Tax approves
Interview clock5 working days; reminder at day 3; manager at day 8Threshold · a draft until the VP Tax approves
Connections

Works with the records your engineers already keep

Jiraepics, tickets and comments
GitHubcommits, pull requests and tags
Confluence and SharePointdesign documents, test reports and lab notebooks
Workdaypayroll register, time, people and org
SAP S/4HANAgeneral ledger, purchase orders and deliveries
Contracts, Teams and e-mailcustomer, vendor and grant agreements; engineer interviews and replies
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
100%
of claimed projects backed by evidence written at the time
11 projects
every test quoted and dated
estimated
$412K
research credit, decided with $21M of §174A deductions
Expenses$4.86M
Credit$412K
estimated
$1.19M
of weak expenses left out before an examiner finds them
Found$6.05M
Claimed$4.86M

“demo” = seen in the working solution, on its sample data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published rules (Treas. Reg. §1.41-4(a) and Little Sandy Coal Co. v. Commissioner, 62 F.4th 287 (7th Cir. 2023) on “substantially all”; IRC §6662 on the 20% accuracy-related penalty; Form 6765 instructions, rev. Dec 2025, on Section G, optional for tax years beginning before 2026). Other context: IRC §41(c)(4), (d); Section 174A (OBBBA, 4 Jul 2025); Siemer Milling Co. v. Commissioner, T.C. Memo. 2019-37. People, companies, projects and figures named on this page are fictional — characters and sample data in the working solution.

Questions

What tax teams ask us.

What is an R&D tax credit study?

The work product that supports a research credit claim: each project tested against the four-part test, the qualified research expenses behind it, the exclusions and the computation. R&D Tax Credit Study builds it from project, time and payroll records — seven agents quote evidence written at the time, tie wages to payroll, argue the IRS's side and compute the credit, and the tax director approves and signs.

How does it document the four-part test?

The Evidence agent quotes a passage for each test — permitted purpose, technological in nature, uncertainty, experimentation — from Jira, Git or a design document, with its author and the date it was written. Each cell opens to its source. Notes and interviews written after the year can support a test but cannot carry it alone.

Do engineers still have to sit through interviews?

No. The Interview agent sends three questions in Teams or e-mail with the answers already drafted from each engineer's tickets and commits; they confirm or correct them. In the working solution, 39 of 46 engineers answered in a median of 1 min 52 s, and a correction flows straight into the wage allocation.

How are qualified wages calculated and tied to payroll?

The Allocation agent splits each person's wages across projects from time records, commits and interview answers, applies the 80% rule, and ties every dollar to box 1 in the payroll register. Any difference over $1,000 goes to the Payroll Lead to explain.

Does the AI decide which projects to exclude?

No. The Skeptic agent reads each project against the audit guide, the regulations and case law, scores it and proposes exclusions with the rule and the quote — research after commercial production, funded research, routine testing, internal-use software below the high threshold. A person agrees or reinstates, with a reason.

Does it handle Section 174A and Form 6765 Section G?

Yes. The Calculation agent models the domestic deduction, foreign amortisation over 15 years, the one-year or two-year catch-up for 2022–2024 costs and the §280C choice beside the credit, and fills Form 6765 with Section G per business component.

Do people stay in control of the claim?

Yes. The agents read every system of record read-only and file nothing. A person decides every verdict, exclusion and election with a reason code, the tax director approves the study with an e-signature, and credits or elections over $1M also need the VP Tax. Every step is on a sealed audit trail.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your study method, prior-year studies and returns, and the systems your engineers and payroll use — and it goes live once every quality gate has passed. We will walk you through it on your own projects first.

See it on
your research.

We'll run R&D Tax Credit Study on a sample of your own projects, tickets, commits and payroll.