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Career automation
CareerBoost AI
An AI career platform for resume optimization, cover-letter generation, job matching, and skill-gap insights.
Year
2024
Role
Product engineering · AI
Category
Career automation
Status
Live · shipped
ReactNode.jsOpenAIPostgreSQLRedis
01Outcome
Job seekers get an ATS-ready resume and a ranked match list, with an honest gap analysis instead of generic praise.
27k
Resumes built
91%
Match precision
+2.4x
Callback lift
3.1s
Avg. response
02The challenge
Most AI resume tools flatter the user and ignore the actual job description. Matching needs to be explainable.
03Approach
- 01
Parsing pipeline that keeps the candidate's facts intact while restructuring for ATS readability.
- 02
Skill-gap engine comparing extracted skills against real postings, with evidence per gap.
- 03
Cover letters grounded in the posting, not in templates.
- 04
Usage analytics to tune prompts against interview-callback outcomes.
04Build context
Stack in production
ReactNode.jsOpenAIPostgreSQLRedis
Delivery shape
- Discovery & workflow map
- Sliced delivery, weekly demos
- Perf + cost verification
- Documented handoff
10Get in touch
Bring the product pressure,
the constraints, and the
expected business outcome.
Send the desired outcome, the users, the current bottleneck, the stack, and the timeline. You'll get a practical senior engineering path for the build — not a brochure.