EVIDENCE-FIRST JOB SEARCH INTELLIGENCE
Before we rewrite your résumé,
we find out what you can actually prove.
Requirement by requirement. Evidence by evidence.
EvidenceFit Studio compares the job with your real career evidence, shows what is supported, what is transferable, what is missing, and what may simply be absent from your résumé. Only then does it help you tailor your résumé for the role.
No invented experience. No silent assumptions. Every material claim should have evidence behind it.
UNMAPPED. SAME EXPERIENCE.
EVIDENCE-MAPPED.
01 / THE IDEA
Same person.
Stronger evidence.
A résumé is only a compressed record of a career. EvidenceFit looks beyond presentation to determine what each job requirement is actually supported by, what transfers from another context, and what still needs to be clarified.
A résumé is not the whole career.
Important evidence may be buried, incomplete, or missing from the document entirely.
- Relevant evidence can be buried
- Transferable experience can be overlooked
- Important requirements may be undocumented
- Missing from the résumé can be mistaken for missing from the career
- Keyword matches can hide weak evidence
Every requirement gets an evidence state.
So you can see what is defensible before anything is rewritten.
- Supported when the résumé clearly proves it
- Transferable when adjacent experience is relevant
- Needs clarification when the résumé does not establish the fact
- Missing when no defensible evidence exists
- Unsupported claims stay out
02 / THE METHOD
We don’t invent.
We find.
EvidenceFit starts with the job requirement, traces it back to evidence in your résumé, and shows how strongly that evidence supports the requirement.
When an important requirement is not established, EvidenceFit can ask for factual clarification instead of guessing. The result is not a fictional “perfect candidate.” It is an evidence-backed case for the candidate you actually are.
Lead enterprise customer support operations
Managed 24×7 bilingual support organization
Improved first-contact resolution from 65% to 85%+
Direct support
03 / NO COOKIE CUTTERS
Your résumé
is not your career.
A designer, a tradesperson, a researcher and a VP should not all look or sound the same. EvidenceFit begins with the evidence, not with assumptions about formatting, industry or seniority, and it does not assume that everything you have done made it into one document.
04 / THE EVIDENCE GAP
Missing from the résumé
is not the same as missing from your career.
When a material requirement is not established, EvidenceFit does not quietly fill in the blank and it does not automatically assume the answer is no. It can ask a targeted factual question, let you verify the answer, and only then allow that evidence to support your case for the role.
Manage scope and stakeholder communication
Résumé evidence: not established.
- No assumption that you have done it
- No assumption that you have not
- No fabricated project history
Have you done this work elsewhere?
Your verified answer becomes evidence only when you provide factual detail.
- Clarification is targeted to important gaps
- Verified facts can support future roles
- The evidence base gets stronger without inventing anything
05 / THE WORKFLOW
Bring your résumé.
EvidenceFit extracts what is actually there, however it is structured.
Bring the job.
We identify what the employer is actually asking for, not just the keywords it uses.
Map the evidence.
Each requirement is compared against your experience and given an evidence state.
Resolve the gaps.
Important unknowns become targeted factual questions before the résumé is rewritten.
06 / THE SIGNAL
See where you fit.
And where you don’t.
07 / UNDER THE HOOD
AI is the engine.
Evidence is the product.
Yes, there’s AI under the hood. It analyzes relationships between your experience and the role. It does not get to rewrite your history. EvidenceFit uses AI to inspect, compare, and organize. It does not give AI permission to invent who you are.
Material tailored claims should connect back to résumé evidence or evidence you explicitly verified.
Missing from the résumé does not automatically mean missing from your career. Important gaps should trigger a factual question, not a guess.
EvidenceFit can strengthen how real experience is expressed. It cannot manufacture qualifications, employers, dates, or outcomes.
08 / THE LANDSCAPE
Similar tools.
Different questions.
Most résumé tools help you write, score or optimize a résumé. EvidenceFit starts one step earlier: what can you actually support for this role? This comparison uses features the products currently describe publicly, so “Not highlighted” means exactly that, not “they definitely cannot do it.”
| Capability | EnhancvTailor + builder | JobscanATS + optimizer | ReziBuilder + keyword targeting | KickresumeBuilder + tailoring | TAILORCareer profile + tailoring | AI ApplydEvidence-grounded tailoring | EvidenceFitEvidence-first role analysis |
|---|---|---|---|---|---|---|---|
| Tailors an existing résumé to a job | ✓ Yes | ✓ YesSuggestion-driven optimization | ✓ YesTarget Resume + keyword targeting | ✓ Yes | ✓ Yes | ✓ Yes | ✓ YesAfter evidence analysis |
| Explicitly emphasizes real experience / anti-hallucination | ✓ Yes“Real experience only” positioning | ◐ AdjacentPreserves content and gives accept/reject control | ◐ User-reviewedGenerates suggestions users are told to verify | ✓ YesUses information already in the CV | ✓ YesValidator / document grounding positioning | ✓ YesEvidence-grounded positioning | ✓ Core ruleSource résumé or candidate-verified evidence only |
| ATS / keyword alignment | ✓ Yes | ✓ Core focusMatch Rate + required skills | ✓ Core focusMissing keywords + Rezi Score | ✓ YesKeyword-oriented tailoring | ✓ YesReal-time ATS scoring | ✓ YesPublicly positions ATS tailoring | ✓ YesBut fit is not treated as keyword coverage alone |
| Requirement-by-requirement evidence states | — Not highlighted | ◐ Skill gapsMatch suggestions, not evidence taxonomy | ◐ Keyword gaps | — Not highlighted | ◐ JD gapsPublic focus is tailoring / ATS alignment | — Not highlighted | ✓ Core featureDirect, transferable, partial, weak, missing |
| Asks factual questions when important evidence is absent | — Not highlighted | — Not highlighted | — Not highlighted | — Not highlighted | — Not highlighted | — Not highlighted | ✓ Evidence GapMissing from the résumé does not automatically mean “No” |
| User-visible trace from tailored claim back to evidence | ◐ Changes highlighted | ◐ Compare modeShows edits, not source-evidence provenance | — Not highlighted | — Not highlighted | ◐ GroundedDocument grounding is emphasized; provenance view is not | ◐ GroundedEvidence-grounded rewriting is emphasized | ✓ Designed for itMaterial claims connect to résumé evidence or verified clarification |
| Persistent career evidence beyond one résumé | ✓ Master profileStores experience added to the profile | — Not highlighted | — Not highlighted | — Not highlighted | ✓ Career memoryPersistent multi-document career profile | — Not highlighted | ✓ Verified evidenceConfirmed factual evidence can be reused across roles |
| Distinguishes “not documented” from “candidate does not have it” | — Not highlighted | — Not highlighted | — Not highlighted | — Not highlighted | — Not highlighted | — Not highlighted | ✓ Core distinctionUnknown is not treated as No |
READY WHEN YOU ARE
Make the strongest case
your evidence allows.
Build a résumé you can actually defend.
Find my evidenceUpload your résumé. Add a job. See what is supported, what is missing, and what your résumé may have left out.