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Get Started Free →Use when writing up a candidate to submit to a hiring manager or client — turns your notes on the candidate into the standard recruiter submittal (fit summary, evidence-backed strengths, comp expectation, availability/notice, explicit risks and gaps), not a rephrased resume. Do NOT use for tailoring the candidate's own resume, screening a resume against a rubric, writing an interview scorecard, or drafting a rejection or offer email.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 439% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 451% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 461% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 451% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 467% | 0% |
Turn your notes on a candidate into the brief a recruiter sends the hiring manager (or client) to argue for an interview. Asked to "write up this candidate", base models produce a flattering paragraph — a rephrased resume, strengths given as adjectives, weaknesses omitted, and the logistics a manager actually needs (comp, start date) left off. This form forces a fixed set of labeled sections, evidence behind every claim, the money-and-timing facts, and an honest risks section a sales pitch would hide.
or client who decides whether to interview them.
against minimum bars to assign a pipeline stage, writing up interview panel notes into a scorecard, or drafting an offer/rejection email to the candidate.
Emit these five labeled sections, in this order. Never collapse them into prose.
needs. Anchor to the role's requirements, not a general career overview.
candidate's history. Not a list of adjectives.
(with current comp if known and relevant). Never "competitive" or "flexible".
Every strength must rest on a specific fact the notes give you — a thing they shipped, a measured outcome, years on a named system, a scope they owned. "Led the payments rewrite that cut checkout errors 40%" is evidence. "Strong engineer, great communicator" is an adjective and does not belong in the strengths section. If the notes do not support a claim, drop the claim — never invent the fact to fill the section.
one because your notes are thin on it.
A generic "seasoned professional" summary that would fit any role does not count.
a bare adjective and never an invented achievement.
notice. If the candidate did not state one, write "not yet disclosed" — do not guess it.
as a gap. Do not omit it, and do not reframe a weakness as a strength ("a perfectionist").
only what bears on this role's decision.
Notes (input): Backend eng, 6 yrs. Rebuilt a monolith's billing service into a service that now handles 2M invoices/mo; he is the on-call lead. Strong in Go and Postgres. Wants $185k, today at $168k. Can start in 4 weeks. Role is a Staff opening that expects mentoring 2–3 juniors, and he has spent his whole career as an individual contributor and has never managed anyone.
BEFORE (base default — rephrased-resume prose, adjectives, no risk, no logistics): > A highly accomplished backend engineer with 6 years of experience, deep expertise in Go and > Postgres, and a proven track record of delivering scalable systems. A strong communicator and > dedicated team player who would be a great asset to your team.
AFTER (this form): > Fit Summary — Backend engineer with 6 years building high-volume transactional systems, > matching this Staff role's ownership of the billing platform. Deepest where the role is hardest: > payments correctness at scale. > > Evidence-Backed Strengths > - Broke a billing monolith into a service that now processes 2M invoices/month. > - On-call lead for that service — owns its reliability, not just its code. > - Deep Go and Postgres, the exact stack this team runs. > > Compensation Expectation — Target $185k (currently $168k). > > Availability / Notice — Can start in ~4 weeks. > > Risks / Gaps — Has been an individual contributor throughout; never formally managed or > mentored people. This Staff role expects mentoring 2–3 juniors, so gauge his appetite and > readiness for that in the interview.
invent a number and do not silently drop the section.
a gap (a stretch in the role, a thin area, an open question to probe), rather than deleting it or writing "none".
the full chronological history.
example, either find the supporting fact elsewhere in the notes or leave the claim out.
Other measured skills in the registry, with their headline benchmark lift.