VENTURE DOSSIER

Talent Mirror

Employer brand, held up to the light

An AI audit of how employers present themselves to candidates, set against their competitors. Name up to twelve rivals and it reads what each says about itself, what others say about it, and where the two part ways.

DOSSIER

01Why the opportunity was credible
02The partnership
03The product
04Product decisions
05How it is built
06Evidence and progress

01 · WHY THE OPPORTUNITY WAS CREDIBLE

The partner already had the hard parts: a proven method, a working prototype and clients waiting to see it. Competitor audits were slow, manual and hard to defend. The product turns the method into something repeatable, with evidence behind every cell.

02 · THE PARTNERSHIP

Tonic, an employer brand agency, brings the market and the method: its twelve-factor framework, the prototype and the client relationships. Merlin turned the prototype into production software and runs it: the app, the AI pipeline, hosting, security and the client deck.

0164 commits in nine days, from the partner's prototype to production
02The framework stays Tonic's. The software is built and run by Merlin
03Five steps for the analyst, seventeen cloud functions behind them

03 · THE PRODUCTtalentmirror.tonic-agency.com

Brief, sources, collection, review, report. The analyst names the competitors. The tool gathers careers pages, job ads and reviews, tags every passage against the framework, and hands back a heatmap where every number can be traced to a quote.

Visit Talent Mirror

The Talent Mirror heatmap: employers by factor, with one cell selected and its quotes in the evidence panel — Every cell is a count, and every count opens onto its quotes. Sample audit, invented employers.

Brief, then sources

Name the client and up to twelve competitors. The tool finds each careers page, LinkedIn and Glassdoor, and the analyst confirms them.

Every passage tagged

Content is split into short passages and tagged against the framework, with word-for-word quotes checked against the source.

A human spot check

Uncertain calls get a second read. The analyst then sees five of them and can keep, remove or move each one.

Heatmap with receipts

Each cell is a share of what an employer says. Click it and the quotes behind it appear alongside.

Say versus do

What an employer claims, set against what others say about it. Too little outside evidence reads as insufficient, not as a verdict.

Ask the audit

An assistant answers questions from the report itself, and the whole audit exports as a client deck.

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CAPTURED FROM THE PRODUCT · SAMPLE AUDIT, INVENTED EMPLOYERS

A report header with competitors, words read and mentions, a written summary and the Ask the audit panel — The report opens with what was learnt, and an assistant grounded in it.

Say versus do: purple bars for what employers claim, grey bars for what others say, with verdicts — Say versus do. Claims and observations, never averaged.

The selected-cell evidence panel on a phone, with strength split and quotes — The evidence travels: the same receipts on a phone.

The spot check: five uncertain calls, each with keep, remove and move controls — A person checks the calls the model was unsure of.

Four recommendation cards, each tied to a factor — Recommendations, each tied to a factor and its evidence.

The heatmap on a phone, with employer names fixed and the grid scrolling sideways — On a phone the names stay put and the grid scrolls.

The Talent Mirror landing page: the Tonic content analysis tool, with a heatmap of invented employers — The front door. Examples use invented employers, never real ones.

04 · PRODUCT DECISIONS

01

Never average claims and reviews

Averaging a company's marketing with its Glassdoor rating means nothing and cannot be defended in a client meeting. The gap between the two is the finding.

02

Counts, not scores

An early 0 to 5 score was dropped. Every figure a client sees is now a count they could reproduce.

03

Change measured honestly

Re-runs compare density, not share. A share falls whenever another rises, so comparing shares would invent movement that never happened.

04

Colour means something

Purple marks what employers claim. Neutral ink marks what others observe. The two never share a mark.

05

Invented names in examples

Marketing shows made-up employers, because a real name reads as a claim about who has been audited.

See the examples

05 · HOW IT IS BUILT

Next.js 16
React 19
TypeScript
Tailwind 4
Firebase
Cloud Functions
Cloud Tasks
Claude
Zod
Sentry

Cheap first, then careful

A fast model reads every passage. Only uncertain answers go to the stronger model, and a sample of clean ones is re-checked for silent misses.

One deck, two formats

Slides are composed once, then rendered to PowerPoint and PDF with matching fonts, so lines break in the same places in both.

Access defined once

Who can see which audit lives in one file, mirrored into the database rules, the functions and the app, with tests that prove they agree.

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06 · EVIDENCE AND PROGRESS

Live at talentmirror.tonic-agency.com. Tonic staff sign in with company accounts, and clients are invited audit by audit. Its framework builds on a 2026 RAD Award-winning project. Client results stay with the clients.

Have a method worth productising?

If your expertise already wins work, the evaluator will look at what it could become as a product.

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