What needed to work better?
Generic AI proposals can miss the client's needs or describe experience the freelancer does not have. Useful proposal writing needs relevant evidence from the person's own work.
FREELANCING · RETRIEVAL-AUGMENTED AI
AI Proposal Generator
A proposal grounded in the work you actually do.
A context-aware proposal assistant for freelancers that uses portfolio material, CVs, and past projects to write more relevant responses.
BUILT FOR
Freelancers responding to client opportunities
THE IDEA BEHIND THE BUILD
Start with a real problem.
A connected way forward.
The system ingests profile documents, retrieves the most relevant experience, and uses that context to generate proposals for freelance opportunities. A multi-user workflow keeps different profiles separate in the application.
WHY IT MATTERS
Designed to make the work easier.
- More relevant experience in each proposal
- Less repetitive profile rewriting
- A reusable knowledge base of past work
WHAT THE PRODUCT DOES
The useful parts, explained.
Core capabilities that turn the idea into a practical product.
Profile knowledge base
Bring CVs, portfolio details, and previous projects together.
Document ingestion
Process TXT, PDF, and DOCX material into searchable context.
Relevant retrieval
Find the experience that best supports a particular opportunity.
Proposal drafting
Generate a tailored starting point for the freelancer to review.
HOW IT COMES TOGETHER
Follow the workflow.
Select a step to see how the project moves from input to outcome.
STEP 01 / THE WORKFLOW
Add experience
Upload profile documents and project information.
STEP 02 / THE WORKFLOW
Read the brief
Provide the client opportunity or project requirements.
STEP 03 / THE WORKFLOW
Retrieve context
Select supporting material from the profile knowledge base.
STEP 04 / THE WORKFLOW
Illustrative workflow overviewDraft and review
Create a grounded proposal for the freelancer to refine.
THE PRODUCT
A closer look.
Explore the project visual in more detail.
BUILT WITH
The technology behind the work.
The stack behind this project and its connected workflow.
StreamlitLangGraphLangChainOpenAIPostgreSQLAI AgentsRAGVector DB
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