About
Built for professionals who cannot afford fabricated output, identity exposure, or a model grading its own work. The architecture below is what makes those guarantees possible.
A redaction function strips your name, email, phone, and address before any AI call. The models receive a document with no identity attached - not because we ask them not to look, but because there's nothing there to find.
Most CV tools send your document directly to an AI API. Name, phone number, address, employment history - transmitted unredacted. The model that rewrites your resume has full access to your identity. We treat that as a design failure, not an acceptable tradeoff.
Before any outbound request, a dedicated sanitization step removes every personal identifier from your CV. The three models working on your document - one for generation, one for hiring-manager critique, one for authenticity detection - receive only anonymized professional content. Your real identifiers are reinserted locally in your browser after the response returns. Your identity is never part of the AI processing chain.
The pipeline is structured to prevent the most common failure in AI writing tools: a model grading its own output. Generation and critique are handled by entirely separate models with no shared context. The critique step works against 10 named failure categories - unsupported claim, seniority mismatch, generic language, weak opening, low evidence density, and five others. A third model then runs a 7-dimension authenticity check, scoring each dimension from 0 to 1. Output only proceeds if all dimensions pass. If anything fails, a revision runs against the structured failure objects - not a vague re-prompt.
Every claim in your rewritten CV can be traced back to what you actually documented. A dedicated explanation step maps each bullet and theme to its source section in your original CV. If a claim cannot be grounded in what you submitted, it is not included. No fabricated metrics. No inflated scope. No seniority claims beyond what your dates and roles support.
What you receive: a rewritten CV with a full change log of every edit and the reason for it; an ATS compatibility score with specific gaps and keyword mismatches identified; three cover letter styles - each structurally distinct, each passing the authenticity checklist; and interview prep Q&A anchored to the role and your background.
Built for professionals sending more than one application. Pay once per optimization. No subscription, no auto-renewal, no card stored until you choose to proceed. Under 30 seconds for the full pipeline.
When processing completes, the uploaded file, the extracted text, and the job description are gone. No file storage. No database entry. No reconstruction possible. What is retained is the generated output - accessible only to your account.
Pipeline components
Sanitization step
Name, email, phone, URLs, and LinkedIn references stripped before any AI call. Identifiers reinserted client-side after response returns.
Generation model
Initial CV rewrite against job description. Every claim evidence-bound. No metrics fabricated. No seniority beyond documented scope.
Critique model
Independent review using 10 named failure categories. Flags: unsupported claims, generic language, seniority mismatch, weak openings, low evidence density.
Authenticity model
7-dimension scoring (0–1 per dimension, 0.8+ required to pass). Checks: language patterns, cliché density, evidence anchoring, structural naturalness, CV alignment, specificity.
Revision system
Revisions triggered only on structured failure objects. Maximum loop count bounded. Partial outputs returned if pipeline does not fully pass - not silent failure.
Evidence mapping
Every bullet in the output traced to its source CV section. Claim → source → transformation type → whether it's supported.
Input validation
Malformed requests rejected before any model call. Structured error responses returned - not downstream API failures.
Output format
Structured JSON throughout. Every tool returns typed, machine-readable output. ATS score, critique findings, and authenticity results all queryable.
The architecture is described. The tool is ready.
Your personal identifiers never reach any model. Every output is traceable to your source CV. Three independent models. Under 30 seconds. From €4.99.