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May 8, 2026

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1 min read

Core build complete — input to PDF in 90 seconds

First working version is done. Input a client name, select a service type (SEO, Paid Ads, Social Media, Full Retainer), add a rough monthly budget, and hit generate. In about 90 seconds you get a 4-page PDF proposal ready to send.

What it does

The form collects:

That feeds into a structured GPT-4o prompt that generates the proposal body. The output is then formatted into a PDF using a clean template.

What I learned building it

OpenAI's structured output mode (JSON response format) is genuinely useful here. Instead of asking for a blob of text, I ask for a JSON object with specific fields — executive summary, scope of work, deliverables, timeline, investment. Then I format those fields independently in the PDF template.

This gives much more control over the output than free-form generation.

Cost so far

$20 in OpenAI credits. Generated about 40 test proposals during development. At $0.50 per proposal (rough cost at current usage), the unit economics work fine at a $29/month price point.

What is missing

Fixing these over the next week.

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Picking the project — why proposal tooling

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