AIRAAI R&D Evidence Assistant · ThinkRD365
Feature Launch Brief · Confidential

Meet AIRA

An AI-guided interview engine that turns busy technical staff into complete, audit-ready R&D tax evidence — in a conversation that takes minutes, not weeks of chasing.

Product · ThinkRD365 Owner · Prabhu Balakrishnan Stage · In production — Controlled Pilot Prepared · July 2026
01

Why it mattersThe evidence problem behind every R&D claim

The problem today

Defensible R&D tax claims depend on detailed technical narratives that only engineers can provide — but engineers don't have time to write them, and tax teams can't extract them. The result is thin evidence, endless back-and-forth email chasing, and claims exposed to challenge from tax authorities.

What AIRA does

AIRA runs a structured, adaptive chat interview with the person who actually did the work. It asks the right questions, probes for depth with intelligent follow-ups, and captures evidence mapped precisely to the qualifying criteria of each jurisdiction — automatically.

02

How it worksThree moving parts, one seamless experience

1

Configure once, per jurisdiction

Admins define the interview in plain English — sections, question limits, pass thresholds and a country-specific compliance lens (e.g. HMRC R&D / AIF for the UK). AIRA converts it into live AI prompts at runtime.

2

Respondent gets a guided chat

The engineer receives a secure, OTP-verified link and answers a natural conversation. AIRA adapts on the fly, asks clarifying follow-ups, and lets them move freely between sections — no forms, no jargon.

3

Evidence lands in the case record

Every answer is timestamped, threaded, and scored against qualifying criteria — feeding straight into the case file with a live completion and answer-quality metric for reviewers.

03

Built around the evidence that qualifiesSix milestones map directly to what tax authorities require

ScopeAbout the projectTechnical objective & advance sought
BuildWhat you builtMethods & competent professionals
FrictionWhere it got hardThe technological uncertainty
BlueprintHow you designed itDecisions, alternatives, trade-offs
PeopleYour teamDisciplines & external expertise
ImpactOutcomesNew knowledge & advance in the field

Each milestone anchors evidence to jurisdiction rules — but the respondent never sees framework names or tax terminology. They just answer questions about their work.

04

Why AIRA winsWhat sets it apart from forms and manual interviews

🧠

Adaptive, not a form

Intelligent follow-ups dig for the specific uncertainty and design reasoning that make a claim defensible — the depth a static questionnaire never reaches.

🌍

Jurisdiction-aware by design

One engine, many compliance lenses. Configure the criteria per country; AIRA enforces them silently in every question.

Minutes of the expert's time

No writing, no chasing. The person who did the work answers a chat once and the evidence is captured, scored and filed.

🛡️

Audit-ready by construction

Timestamped threads, per-section coverage, and answer-quality scoring produce a traceable evidence record built to withstand scrutiny.

05

The depth it capturesA verbatim exchange from a real AIRA session

“When we tackled the inventory service, we used the dependency map to sequence its extraction after order intake but before billing… The contract tests caught two breaking changes before they hit production that would've otherwise caused silent failures.”

— Respondent answer to an AIRA follow-up probing reusable methods and measurable benefit. This is precisely the specific, technical, defensible detail that manual processes routinely fail to surface.

06

Where we are & what's nextPath to general availability

✅ Done — Validated in pre-production
Admin configuration, live respondent chat, and case-record integration proven end-to-end across US and UK jurisdiction setups.
🟢 Now — Live in production: Controlled Pilot
AIRA is running in production with a controlled set of live client cases, benchmarking completion rates and evidence quality against manual baselines.
Next — General availability
Scale across jurisdictions with enablement for tax teams and a self-serve configuration playbook.