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CASE STUDY

You ran 12 expert interviews.How well did you actually run them?

A quarter of recorded interviews, scored against the consultant's own rubric — with timestamped evidence and coaching recommendations.

What you can't see on yourself: the probing pattern that breaks down with specific interviewee types, the closing move that separates a 3 from a 4, the hygiene gap that compounds through every engagement.

Show me what you'd handle for me

3 minutes. No credit card. First request free. From $1,500/mo.

I know what I want — start my free request →
No meetingsDelivered in daysRefining is freeDone when you're happy7-day money back

You do dozens of expert interviews a quarter. Your clients are happy with the deliverables. But you have no way to know — across the recordings — where you're consistently strong, where you're coasting on rapport, where you're leaving the second-half questions unasked. You have a rubric you trained yourself on. You just can't grade yourself against it. Listening back to 10 hours of your own audio with a checklist would take a week, and you'd be the worst possible auditor of your own work. Handled rebuilt this entire pipeline as a done-for-you delivery: hand us your rubric and a quarter of recordings, and we hand back a scored, timestamped, pattern-aware self-evaluation you couldn't produce on yourself.

Gabriel Rymberg
Gabriel Rymberg
AI solutions architect. MBA. Decades in technology and business — startups, enterprise, defense, nonprofit.
Guy Rymberg
Guy Rymberg
AI systems engineer. Chief Engineer, Israeli Navy. Builds the AI delivery infrastructure behind Handled.

Built by professionals, for professionals.AI delivery experts — serving you in your field.TheAIMasters, LLC.

What we built

Branded cover page of the Q1 2026 Interview Self-Evaluation report with identifying details redacted
Branded cover — Q1 2026 self-evaluation, 12 interviews across three healthcare engagements, identifying details redacted in the public sample.
Heatmap of 8 rubric dimensions across 12 interviews with color-coded performance scores and engagement rollup
The marquee visual: 8 rubric dimensions across 12 interviews. Strengths cluster on the top rows. The probing-dimension split between clinical and payer interviews — 4.0 vs. 2.3 — is the headline finding of the quarter.
Per-interview deep-dive page showing dimension scores, timestamped positive evidence, diagnostic moment, standout and missed moment
Per-interview spread: scores per dimension, supporting quotes with timestamps, the standout moment, the missed moment. Every score is grounded in a moment the consultant can listen back to.
Coaching recommendations page with three behaviors to practice next quarter tied to timestamped moments
The coaching output: three specific behaviors to practice next quarter, each tied to listenable timestamped moments from the recordings — including back-to-back examples of the same signal handled two different ways.

How it worked

The pipeline is the boring part — that’s the point. Here’s how the recordings became a permanent site.

  1. 1

    Recordings transcribed with speaker attribution and timestamps

    Every score in the final report cites a transcript timestamp, so the consultant can listen back to the exact moment that earned — or missed — the score.

  2. 2

    Rubric operationalized into observable behaviors

    She brought us 8 rubric dimensions. We broke each one into 4–6 observable behaviors — concrete, listen-able cues a reviewer could mark consistently. The rubric became a checklist instead of a vibe.

  3. 3

    Every interview scored independently against the rubric

    Each score paired with timestamped evidence — at least one supporting quote, plus a counterexample where one existed. No score floats unsupported.

  4. 4

    Adversarial QA pass to eliminate score drift

    In a fresh session, a second reviewer challenged every score above 4 and below 3 — "show me the evidence this isn't 3." This is the most dangerous failure mode for self-evaluation: telling the client what they want to hear. We catch it.

  5. 5

    Patterns synthesized across the quarter

    A heatmap across all 12 interviews. Recurring strengths called out with examples; recurring gaps called out with timestamped exemplars; coaching recommendations tied to listenable moments. The kind of synthesis you can't see on yourself.

Maybe you’ve got this problem too

The same pipeline works whenever you have hours of recorded knowledge that nobody can find later.

  • Other PMR and qualitative-research consultants

    Same pipeline, same rubric pattern. Bring your rubric and a quarter of recordings; we score the rest.

  • Sales directors and RevOps leaders

    Same capability applied to sales discovery calls. Score every rep on every recorded call against your discovery rubric. Coach to specific moments, not vibes.

  • Hiring managers and talent functions

    Same capability applied to candidate interviews. Score interviewers against your rubric for fairness and depth. Surface bias patterns no one would self-detect.

“
I've been doing this for ten years. I had no idea I was leaving the second-half questions on the table — until I could see the pattern across all twelve.
— Paraphrased from a project debrief, attributed in spirit

Simple pricing. Cancel anytime.

All plans do the same work. Plans differ in how fast you get it back.

What we handle — on every tier

  • Summaries & briefs from recorded interviews, focus groups, or any qualitative dataset
  • Drafts & documentscoaching reports, evaluation memos, debrief decks
  • Research & analysisrubric-aligned scoring with timestamped evidence and adversarial QA
  • Tools & systemsheatmap dashboards, rubric templates, structured data exports for tracking over time
  • Data & insightspattern analysis across recordings, trend tracking quarter over quarter

How every plan works

  • Unlimited requests, one at a time
  • Refining is free until you're happy — no extra charge
  • 7-day money-back on your first paid month
  • Cancel anytime

Big project? We break it into pieces. We send back one piece on your plan's pace — every 5 days on Standard, 3 on Professional, 2 on Premium. After each piece, you tell us 'done' or 'change this.' We keep going until the whole project is done.

Standard

$1,500/month

Your work back in 5 business days — actual work, not just a reply.

If we need anything to keep going, we'll reach out sooner.

First request free. 7 days to try, no credit card.

Add live hours: $500/hr

Most Popular

Professional

$2,750/month

Your work back in 3 business days — actual work, not just a reply.

If we need anything to keep going, we'll reach out sooner.

First request free. 7 days to try, no credit card.

Add live hours: $500/hr

Premium

$5,000/month

Your work back in 2 business days — actual work, not just a reply.

If we need anything to keep going, we'll reach out sooner.

  • + 2 hours of live Zoom each month for strategy, training, or Q&A.

First request free. 7 days to try, no credit card.

Add live hours: $500/hr

Swipe to compare plans →

Standard

$1,500/month

Your work back in 5 business days — actual work, not just a reply.

If we need anything to keep going, we'll reach out sooner.

First request free. 7 days to try, no credit card.

Add live hours: $500/hr

Most Popular

Professional

$2,750/month

Your work back in 3 business days — actual work, not just a reply.

If we need anything to keep going, we'll reach out sooner.

First request free. 7 days to try, no credit card.

Add live hours: $500/hr

Premium

$5,000/month

Your work back in 2 business days — actual work, not just a reply.

If we need anything to keep going, we'll reach out sooner.

  • + 2 hours of live Zoom each month for strategy, training, or Q&A.

First request free. 7 days to try, no credit card.

Add live hours: $500/hr

Handled pricing tiers (Monthly): Standard, Professional, Premium. All plans include free refining until you say it's done.
Plan attributeStandardProfessionalPremium
Monthly price$1,500/month$2,750/month$5,000/month
Quarterly price (10% off)$1,350/month$2,475/month$4,500/month
Annual price (17% off)$1,250/month$2,292/month$4,167/month
Billing periodMonthly, quarterly, or annual. Cancel anytime.
What we handleSummaries & briefs from recorded interviews, focus groups, or any qualitative dataset; Drafts & documents — coaching reports, evaluation memos, debrief decks; Research & analysis — rubric-aligned scoring with timestamped evidence and adversarial QA; Tools & systems — heatmap dashboards, rubric templates, structured data exports for tracking over time; Data & insights — pattern analysis across recordings, trend tracking quarter over quarterSummaries & briefs from recorded interviews, focus groups, or any qualitative dataset; Drafts & documents — coaching reports, evaluation memos, debrief decks; Research & analysis — rubric-aligned scoring with timestamped evidence and adversarial QA; Tools & systems — heatmap dashboards, rubric templates, structured data exports for tracking over time; Data & insights — pattern analysis across recordings, trend tracking quarter over quarterSummaries & briefs from recorded interviews, focus groups, or any qualitative dataset; Drafts & documents — coaching reports, evaluation memos, debrief decks; Research & analysis — rubric-aligned scoring with timestamped evidence and adversarial QA; Tools & systems — heatmap dashboards, rubric templates, structured data exports for tracking over time; Data & insights — pattern analysis across recordings, trend tracking quarter over quarter
Turnaround timeYour work back in 5 business days (actual work, not just a reply).Your work back in 3 business days (actual work, not just a reply).Your work back in 2 business days (actual work, not just a reply).
Premium bonus——+ 2 hours of live Zoom each month for strategy, training, or Q&A.
How every plan worksUnlimited requests, one at a time; Refining is free until you're happy — no extra charge; 7-day money-back on your first paid month; Cancel anytime.
Big projectsBig project? We break it into pieces. We send back one piece on your plan's pace — every 5 days on Standard, 3 on Professional, 2 on Premium. After each piece, you tell us 'done' or 'change this.' We keep going until the whole project is done.
Live hours add-on$500/hr$500/hr2 live hours/month included
Money-back guarantee7-day money back on your first paid month.

Frequently asked questions

Written by Gabriel Rymberg, Co-Founder, Handled. Last updated May 7, 2026.MBA · Decades across enterprise and defense

Ready to get things handled?

First request free. 7 days to try, no credit card.
7-day money-back guarantee on your first paid month.

Show me what you'd handle for me

3 minutes. No credit card. First request free. From $1,500/mo.

I know what I want — start my free request →

No meetings

Ever

Live hours

Available

Refining is free

Until you're happy

Cancel anytime

No penalties

Questions? contact@handled.team

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