AI Interviewer · by InstaDataHelp

InstaDataInterview

The AI that conducts the interview — not just records it.

A live, voice-first conversational AI interviewer that adaptively probes answers, runs a sandboxed coding round, proctors in-browser, and produces a defensible, rubric-anchored report — with EU AI Act compliance built in. White-label, multi-tenant, self-hostable.

Try live demo Open the app Book a walkthrough →

Conversational AI interviewer Adaptive IRT scoring Sandboxed coding round EU AI Act compliance White-label multi-tenant

Live interview · in progress

12:48

AI Interviewer · speaking

Live transcript

"Walk me through how you'd shard that table. Then I'll push back on it."

candidate · responding…

System design

Probing depth

Integrity

◆ Real-time voice · VAD + barge-in ◆ Defend-your-answer probing ◆ Rasch per-skill IRT ◆ 13-language sandboxed coding ◆ Agentic code scoring ◆ In-browser proctoring ◆ No facial emotion ◆ EU AI Act model card ◆ 4/5ths adverse-impact ◆ Appeals + audit trail ◆ White-label multi-tenant ◆ Self-hosted Whisper ◆ BYO model key ◆ Stripe billing ◆ Merge ATS sync ◆ 9-language interviews ◆ Real-time voice · VAD + barge-in ◆ Defend-your-answer probing ◆ Rasch per-skill IRT ◆ 13-language sandboxed coding ◆ Agentic code scoring ◆ In-browser proctoring ◆ No facial emotion ◆ EU AI Act model card ◆ 4/5ths adverse-impact ◆ Appeals + audit trail ◆ White-label multi-tenant ◆ Self-hosted Whisper ◆ BYO model key ◆ Stripe billing ◆ Merge ATS sync ◆ 9-language interviews

The shift

One-way video is dead. The AI should actually talk.

Legacy tools (HireVue, myInterview, Willo) make candidates record answers to fixed prompts — no adaptation, no follow-ups, a format that already feels dated and carries regulatory scar tissue over facial analysis. InstaDataInterview runs a real conversation: it listens, interrupts, probes, and defends its own scoring.

Surpassed

Async one-way video

Candidate records to fixed prompts. AI/human scores later. No live adaptation.

Our segment

Conversational AI

A live AI asks and adapts in real time — the new wave. Most lack coding + compliance.

Bundled in

Coding assessment

Technical screen only. No behavioural/voice interview, no holistic report.

Unique

Compliance layer

A governance/audit layer almost no single-segment rival offers at all.

How it works

A complete interview — voice, code, and a defensible report.

Conversational voice

Real-time voice with VAD, 380ms barge-in and natural turn-taking. Self-hosted Whisper STT + neural TTS. 9 languages.

Adaptive probing

"Defend your answer" follow-ups that adapt to each response — the genuinely hard engineering legacy tools skip.

Sandboxed coding round

13-language in-browser execution (Pyodide/JS) + hardened Java Docker sandbox + agentic mode that scores reasoning, not just output.

Defensible report

Rasch per-skill IRT calibration, rubric-anchored explainable scoring, integrity index, EU AI Act model card + appeals.

Interview experience

Feels like a real conversation.

Real-time voice with VAD, barge-in & turn-taking
Self-hosted Whisper STT + neural TTS (ElevenLabs / Azure)
Adaptive "defend-your-answer" probing
9-language multilingual support
Full-screen + camera composite recording

Assessment & governance

Scoring you can defend to a regulator.

Rasch-style per-skill IRT ability calibration
Rubric-anchored grading + self-consistency
Explainable integrity index (no facial emotion)
13-language sandboxed coding round + agentic mode
Model card · adverse-impact (4/5ths) · appeals · audit trail

Where it leads

Six things rivals can't easily copy.

Real conversational voice

Full VAD with adaptive noise floor, 380ms barge-in, turn-taking — same class as the funded new entrants, leaving the entire async-video tier behind.

Defensible assessment science

Per-skill Rasch IRT + rubric anchors + self-consistency + adaptive probing. More explainable and materially harder to game than a single opaque LLM pass.

Coding depth others lack

13 languages, zero-cost browser execution, hardened Java Docker sandbox, agentic mode that scores reasoning — pulls technical-screen value into the same session.

Compliance as a feature

EU AI Act model card, 4/5ths adverse-impact monitoring, appeals queue, human override + audit trail, explicit no-facial-emotion stance.

White-label platform economics

True multi-tenancy + self-serve Stripe billing means it can be resold as a platform — a channel single-brand competitors structurally cannot pursue.

Pluggable, sovereign stack

Self-hosted Whisper, optional neural TTS, swappable code executor, bring-your-own model key. A cost-control + data-residency story cloud-only incumbents can't match.

Competitive edge

The only product that bundles all three.

Conversational interviewing + coding assessment + compliance — in one white-label SaaS. Indicative comparison · June 2026.

Capability	InstaDataInterview	Async video HireVue type	Conversational startups	Coding tools HackerRank type
Live conversational voice (barge-in)	Native	—	Yes	—
Adaptive probing / follow-ups	Yes	—	Partial	—
Per-skill IRT ability calibration	Yes	—	—	Partial
Rubric-anchored explainable scoring	Yes	Partial	Partial	Partial
Sandboxed coding round (13 langs)	Yes	—	—	Yes
Proctoring (no facial emotion)	Yes	Partial	Partial	Partial
EU AI Act compliance pack	Yes	Partial	—	—
White-label multi-tenant	Yes	—	—	—
Self-serve Stripe billing	Yes	—	Partial	Partial
ATS integration (Merge · 60+)	Yes	Yes	Partial	Yes
Self-hostable / data-residency	Yes	—	—	—

Rival columns reflect the typical product in each segment and may vary by individual vendor and tier. Comparison compiled June 2026; verify current capabilities directly with each vendor.

Who it's for

Built for the buyers incumbents struggle to serve.

EU & regulated buyers

The compliance + no-emotion + audit posture is a direct answer to the exact concerns that damaged legacy incumbents. High-trust, lower-competition wedge.

Platforms & resellers

White-label tenancy lets staffing firms, job boards and HR suites embed an interviewer under their own brand — a channel rivals can't easily follow.

Technical hiring teams

Voice + agentic coding in one session collapses two tools (behavioural screen + coding test) into a single, cheaper workflow.

Cost-sensitive / sovereign

Self-host + bring-your-own-key economics appeal to high-volume and data-residency-bound customers that cloud-only vendors price out.

Start now

See the AI run a real interview.

No setup. Open the live demo and take (or watch) a full conversational interview with adaptive probing and a coding round — end to end.

Try live demo Open the app Book a walkthrough