Evidence-backed job targeting for freelancers

Win the right work, with proof your agent can cite

PIIK extracts what you actually built and shipped, links each capability to the evidence behind it, and exposes it to your AI agent as structured, scoped context. That is the career evidence layer for agents — and for Upwork developers, it is how you protect Connects and bid with proof.

Evidence Extraction

PIIK reads the tools you build and ship in—GitHub, deployments, incidents—and extracts what you actually did, when, and at what scale. Structured proof, not a resume claim.

Contribution Mapping

Every artifact is mapped to the contribution it represents—load reduced, reliability improved, incidents resolved—so your agent can cite impact instead of adjectives.

Capability Linking

Contributions are linked to the capabilities they demonstrate: backend architecture, performance optimization, production operations. Every capability points back to its evidence.

Requirement Matching

PIIK scores your evidence against a specific requirement and breaks the match into Evidence Fit, Semantic Fit, Seniority Fit, and Constraint Fit—each inspectable.

Agent Tools

The same evidence is exposed to your agent as the piik_score_upwork_job and piik_get_evidence tools, scored deterministically so the same job and evidence always give the same answer.

Bring Your Own Agent

Connect Claude, Cursor, or your own AI agent. PIIK supplies the grounded context; your agent does the drafting, proposals, and interview stories.

Bring Your Own Keys

Connect your OpenRouter key. Model usage is billed separately through your account, and your key stays under your control.

Scoped, Revocable Access

PIIK controls what each agent may read, draft, or submit. Tokens are scoped and revocable, and you approve anything consequential before it happens.

Deterministic Scoring

No black box. The same job and the same evidence always produce the same score, with the four components visible and inspectable.

Data Boundary

PIIK reads repository data only—never pushing, editing, or deleting. It never asks for Upwork OAuth, credentials, or cookies, never scrapes the marketplace, and never submits a proposal.

Evidence Confidence

A single source cannot confirm authorship or production impact. PIIK blends evidence across your connected tools and tells you how confident it is, instead of overstating certainty.

No Invented Evidence

PIIK surfaces evidence you connected; it does not verify authorship or production impact on its own. A gap stays a gap until you close it, and your agent is told when a claim is unsupported.

Ready to stop wasting Connects on jobs you can’t win?