CASE STUDY 03 / AI PRODUCT · FREELANCER WORKFLOWS

BidCrafter.

From job discovery to a proposal ready for review.

Case study by Muhammad Nouman
MY ROLEProduct developer
SCOPEAI product development
TECHNOLOGY & SCOPEAI job matching · Personalized proposal drafts · Campaign workflows
Visit website
BidCrafter public beta homepage showing its AI-assisted Upwork proposal workflowACTUAL PUBLIC WEBSITE · CAPTURED SEPTEMBER 2026
THE OVERVIEW

Built around
a real problem.

I built BidCrafter, a product for freelancers managing their Upwork proposal workflow. Its public beta brings job scoring, personalized proposal drafting, campaign controls, and pipeline tracking into one experience.

01 / THE CHALLENGE

What needed to change.

Freelancers need to evaluate relevant jobs, prepare proposals that reflect their experience, and keep track of applications without repeating the same manual steps for every opportunity.

02 / THE APPROACH

Decisions that mattered.

  • Bring job matching and proposal drafting into a connected workflow.
  • Use profile context and past proposals to guide personalized drafts.
  • Provide campaign filters, score thresholds, and daily limits.
  • Keep the user responsible for reviewing and submitting proposals.
  • Track proposals through a pipeline from draft to hiring outcomes.
03 / THE OUTCOME

What shipped.

Launched a publicly accessible beta. The product presents a workflow from job matching to user-reviewed proposals and pipeline tracking.

Public betalive product
AImatching & drafting
Human reviewbefore submission

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