The Interview Coach — MD Market Insights
INDUSTRY FIRST · THE AI INTERVIEW COACH

Never be anxious in an interview ever again.

The first video-avatar interview coach built for capital markets business analysis. Face the recruiter screen, a first-round panel, and the final panel — up to five interviewers at once — with unlimited attempts, until the room holds no surprises.

PRACTICE ATTEMPTS
3
ROUNDS · SCREEN TO FINAL
5
AVATAR PANELISTS, MAX
24/7
THE ROOM NEVER CLOSES
FINAL ROUND · PANEL OF 5
ATTEMPT 12 OF ∞
HD HEAD OF DESK
SB SENIOR BA
PM PROGRAM MGR
TL TECH LEAD
HR HR PARTNER
YOU CANDIDATE · LIVE
QUESTION 04 · HEAD OF DESK
"Walk me through what happens to an equity order between execution and settlement — and where you'd look first when it breaks."
READINESS SCORE 87 ▲ +9 THIS WEEK
ENGINE: MDMI PIVOT AI™ · PATENT PENDING
/ 01 · THE PROMISE

Anxiety is just an interview you haven't rehearsed yet.

Real interviews give you one attempt and no feedback. The Coach inverts both: unlimited attempts, instant feedback. Face the same panel pressure, the same domain drills, the same behavioral probes — as many times as it takes for the twelfth attempt to feel like a conversation. That's how MDMI candidates walk in as the most interview-ready people in the market.

/ 02THE THREE ROUNDS · SIMULATED END TO END

Every round of the real loop, rehearsed to mastery.

R1 VIDEO OR PHONE MODE

The Screen

HR / RECRUITER LEVEL · 1:1

A single recruiter avatar runs the classic screen — your story, your motivation, salary bands, availability. Practice it as a video call or audio-only phone screen, because the real one comes both ways.

Tell-me-about-yourself, calibrated to your resume
Phone-mode strips video so your voice carries alone
R2 PANEL · UP TO 5 AVATARS

The First Interview

HIRING PANEL · DOMAIN + BEHAVIORAL

Up to five avatars — hiring manager, senior BA, tech lead and more — taking turns and interrupting like a real panel. Trade lifecycle, reconciliation breaks, requirements scenarios, STAR-format behaviorals: the full first-round gauntlet.

Question banks drawn from the 48-domain Pro Series curriculum
Cross-examination pressure — follow-ups on your own answers
R3 FINAL · UP TO 5 AVATARS

The Final

SENIOR PANEL · THE DECISION ROOM

The room where offers are decided — desk heads and directors, up to five strong. Strategic questions, judgment calls, pushback on your reasoning, and the negotiation-adjacent closers that decide levels and bands.

Executive-presence drills: composure under challenge
Endgame questions: "why you", trade-offs, and the close
/ 03THE ENGINE UNDERNEATH PATENT PENDING

Meet PIVOT AI — the coach that proves, not polishes.

Under the avatars runs MDMI PIVOT AI™ — the Provenance-Integrated Verification and Optimization Twin. It builds a living graph of you — every claim, every piece of evidence, every contradiction and gap — and coaches against that, not against how smooth you sounded.

ATOMIC CLAIM EXTRACTION

"I led requirements and testing, cutting false positives 25%" becomes seven separate claims — each traced, dated, and testable on its own.

LIVE CONTRADICTION DETECTION

Timelines that don't sequence, team wins told as solo wins, outcomes with no baseline — flagged in the graph and handed to the panel to probe. Resolution, not accusation.

KNOWLEDGE-GAP TARGETING

Whatever the graph can't verify yet is exactly what the next question goes after.

CANDIDATE · PROOF TWIN
COMPETENCY
CLAIM
EVIDENCE
ANSWER
SYSTEM · OMS
OUTCOME · −25% FALSE POS
CONTRADICTION
KNOWLEDGE GAP
TRANSFER TEST
THE CANDIDATE COMPETENCY PROOF TWIN · CLAIMS — EVIDENCE — CONTRADICTIONS — GAPS
/ 04UNCERTAINTY-DIRECTED QUESTIONING

Every question is chosen to prove something.

After each answer, the engine re-scores ten separate kinds of uncertainty about you — then asks whichever question is expected to resolve the most. Nervous delivery is never read as missing knowledge, and a confident answer is never read as proof.

Q*
EVIDENCE KNOWLEDGE EXPERIENCE CAUSAL CONSISTENCY TRANSFER ROLE-BOUNDARY COMMUNICATION TEMPORAL OUTCOME
TEN UNCERTAINTIES · SCORED SEPARATELY, NEVER BLURRED
THE SELECTION FUNCTION
Q*=argmax [ IG+ CP+ TV+ RR RP SC LP]
IG INFORMATION GAIN RP REPETITION PENALTY CP CONTRADICTION PRIORITY SC SENSITIVITY COST TV TRANSFER VALUE LP LATENCY COST RR ROLE RELEVANCE
NEXT QUESTION · SELECTED, NOT SCRIPTED
PROBE 01 · ROLE BOUNDARY
"What did you personally own?"
TARGETS: EXPERIENCE UNCERTAINTY ▼
PROBE 02 · CAUSAL
"How did you validate the result was caused by your change?"
TARGETS: CAUSAL UNCERTAINTY ▼
PROBE 03 · CONSISTENCY
"Earlier, you said testing began before requirements approval. Walk me through the sequence."
TARGETS: CONSISTENCY + TEMPORAL ▼
PROBE 04 · EVIDENCE
"Which downstream system consumed the transformed data?"
TARGETS: EVIDENCE UNCERTAINTY ▼
/ 05 · COUNTERFACTUAL TRANSFER TEST

Same skill. Different world.

One strong answer might be memorized — so the engine rebuilds your scenario and hands it back. The competency is marked verified only when your reasoning survives a world you never rehearsed.

ORIGINAL SCENARIO · ANSWERED WELL
"How did the design handle a trade correction that arrived after the original fill had already gone downstream?"
STATE: PROVISIONALLY DEMONSTRATED — NOT VERIFIED YET
TRANSFORMED · SAME COMPETENCY, NEW WORLD
"The venue confirms a partial fill — but your order state is still pending, because the ack arrived out of sequence. Risk has already consumed the fill. Investigate and contain it."
STATE: TRANSFER TEST · LIVE
HOVER TO FREEZE · THE FLIP CHANGES THE FACTS, NEVER THE COMPETENCY
THE ENGINE CAN TURN ANY OF THESE KNOBS
CHANGE THE PRODUCT SWAP THE SYSTEM REVERSE A DEPENDENCY REMOVE A DATA SOURCE ADD A REGULATOR CUT THE TIMELINE DROP YOUR AUTHORITY INJECT AN INCIDENT
WHAT YOUR ANSWER MUST STILL CARRY
SEQUENCING RISK IDEMPOTENCY DUPLICATE PREVENTION AUDIT TRAIL CONTAINMENT VS CURE
/ 06PROVENANCE-LOCKED SCORING

Verified means traced.

PIVOT AI is banned from vibes. Every finding on your scorecard is locked to the evidence that produced it — and when evidence runs short, it says so instead of guessing.

FINDING · TRACEABILITY RECORD CONFIDENCE 0.87
Candidate demonstrates strong incident-triage capability.
TRANSCRIPT 18–23 COUNTERFACTUAL RESP. 4 CONFIRMED FACT · OMS ROLE
UNRESOLVED: LIMITED EVIDENCE · EXECUTIVE ESCALATION
EVIDENCE BELOW THRESHOLD → "INSUFFICIENT EVIDENCE TO VERIFY" — NEVER A CONFIDENT GUESS
FOUR SCORES · NEVER BLENDED
TECHNICAL COMPETENCY86
EVIDENCE SUFFICIENCY78
COMMUNICATION CLARITY61
TRANSFER VERIFICATION90

Clarity is scored apart from competence — a nervous delivery never drags a verified skill down, and confidence never inflates an unproven one. No single opaque "hireability" number, ever. And Michael can overrule any finding: the engine stores the correction and calibrates.

EVERY COMPETENCY EARNS ITS STATE
01 UNOBSERVED
02 CLAIMED
03 PARTIALLY EVIDENCED
04 CONTRADICTORY
05 PROVISIONALLY DEMONSTRATED
06 TRANSFER PENDING
07 TRANSFER VERIFIED
08 COACH VERIFIED ◆
/ 07HOW THE COACH WORKS

Rehearse. Review. Repeat to ready.

STEP 1
Calibrate the room

Pick your target role, desk, and round — the Coach builds the panel and question bank to match.

STEP 2
Face the avatars

Live video session with lifelike interviewer avatars — questions, follow-ups, interruptions, silences. The pressure is the product.

STEP 3
Read the scorecard

Instant feedback on domain depth, answer structure, clarity, and composure — with the exact moments to rewatch.

STEP 4
Run it again

Unlimited attempts, new questions each run, readiness score climbing — until the real room feels rehearsed.

AI REPS · HUMAN JUDGMENT
The Coach builds the reflexes. Michael's five 1:1 prep sessions sharpen the judgment — together, unbeatable.
SEE THE FLAGSHIP PROGRAM →
EARLY ACCESS · FIRST COHORT

Be first in the practice room.

The Coach is in build. Join the early-access list for first-cohort seats, founding pricing, and a say in which desks and roles the avatars master first.

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You're on the early-access list — see you in the practice room.
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