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Sample dossier

This is what lands in your inbox.

A shortlist is three to five candidates, each verified by a senior recruiter. The candidates below are illustrative composites, not real people; real dossiers are shared only with candidate consent.
Sample · anonymised

Senior ML Engineer (LLM platform)

Series C SaaS product company, Pune (hybrid)

Must-haves agreed in the brief

  • Python
  • Production LLM / retrieval
  • Evaluation pipelines
  • AWS

Candidate A

Senior ML Engineer, B2B SaaS · 7 yrs · Pune

92fit score

Led the retrieval and evaluation stack behind a customer-support assistant serving enterprise accounts; cut answer-escalation rate by building an offline eval set from support tickets.

Evidence for Senior ML Engineer (LLM platform)

  • Production LLM / retrieval — verified
  • Evaluation pipelines — verified
  • Python — verified
  • AWS — partially evidenced
Notice period
60 days
Expected CTC
₹48–52 LPA

Recruiter note · Strongest on evaluation discipline of anyone we screened. Ask about cost controls in round two.

Risks to discuss: Has a pending counter-offer conversation · Prefers 2 office days a week

Candidate B

ML Engineer, fintech · 5 yrs · Bengaluru (open to Pune)

86fit score

Built fraud-detection models and a feature store; for the past year has run an internal document-extraction service on hosted LLMs.

Evidence for Senior ML Engineer (LLM platform)

  • Python — verified
  • Production LLM / retrieval — verified
  • Evaluation pipelines — partially evidenced
  • AWS — verified
Notice period
30 days
Expected CTC
₹38–42 LPA

Recruiter note · Fast to join (30 days) and below budget. Good fit if the role leans to platform over research.

Risks to discuss: Relocation from Bengaluru needed · Less depth in retrieval than A

Candidate C

Applied Scientist, e-commerce · 8 yrs · Pune

81fit score

Ranking and recommendation background moving into LLM work; published internal evaluation methodology adopted across three teams.

Evidence for Senior ML Engineer (LLM platform)

  • Evaluation pipelines — verified
  • Python — verified
  • Production LLM / retrieval — partially evidenced
  • AWS — partially evidenced
Notice period
90 days
Expected CTC
₹55–60 LPA

Recruiter note · Senior thinker — consider if you want someone to set evaluation standards for the team.

Risks to discuss: 90-day notice · Above top of budget
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