See the exact package before you pay.

PatchPilot

A concise accessibility repair workspace for small product teams shipping under hackathon time pressure.

Pitch

PatchPilot helps teams catch and fix accessibility issues before launch by turning screenshots, code snippets, and live URLs into prioritized repair tasks. It is built for hackathon teams that want a credible inclusive-product angle without spending their final hours manually auditing every screen.

Problem Framing

Hackathon judges regularly see polished demos that still break on basic usability and accessibility details: low-contrast buttons, unlabeled controls, missing keyboard paths, and vague “we care about inclusion” claims with no proof. Small teams often know this matters but run out of time, so accessibility becomes a slide bullet instead of something demonstrable. That creates a credibility gap: the product may solve a real problem, but the presentation still signals rushed execution. PatchPilot closes that gap by helping teams inspect what they built, identify the highest-impact accessibility misses, and present a concrete repair plan with evidence. Instead of claiming compliance, the team can show what they checked, what they fixed, and why it improves real-world usability.

What Was Built

PatchPilot combines a lightweight browser capture flow, rule-based issue detection, and AI-assisted rewrite suggestions into a single accessibility triage workspace. A team pastes a live URL or uploads current screenshots, then the tool identifies likely contrast, labeling, hierarchy, and keyboard-navigation problems. The workspace groups issues by severity so the team can fix obvious blockers first, and it generates plain-English rationale for each fix so the final submission is understandable to judges who are not accessibility specialists. The differentiator is speed: instead of doing a full enterprise audit, PatchPilot helps a small team produce an honest, defensible accessibility pass within hackathon constraints. It is not positioned as a legal compliance platform. It is positioned as a build-time quality booster that gives teams concrete proof they thought beyond the happy-path demo.

Why This Stack Fits

• Next.js makes the product easy to demo as a fast web workspace without backend deployment complexity overshadowing the story.
• TypeScript reduces UI-state mistakes during the hackathon build and makes the codebase easier to explain to judges.
• Playwright enables deterministic screenshot capture and repeatable checks, which strengthens the “evidence over claims” positioning.
• Python worker scripts handle scoring and report generation cleanly without overloading the frontend with processing logic.

Spoken Demo

[0:00–0:15 Hook] “A lot of hackathon teams say they care about accessibility, but by demo day they usually only have time for surface polish. We built PatchPilot to help a small team prove they actually checked and improved usability before launch.” [0:15–0:45 Live demo walkthrough] “Here’s our project URL. PatchPilot captures the current screen state, scans for likely accessibility issues, and turns them into an ordered repair list. You can see contrast warnings, missing button labels, and weak heading structure grouped by severity.” [0:45–1:15 Key feature callouts] “The key difference is that every issue comes with a plain-language explanation and a suggested fix. That means the team can move quickly, make the repair, and also explain the decision clearly in the submission. We also keep a concise before-and-after log so the final project story includes quality improvements, not just features.” [1:15–1:30 Call to action] “PatchPilot helps teams ship a more inclusive product and tell a more credible story to judges. It turns accessibility from an afterthought into a visible part of the build.”

Likely Questions

Q: Why focus on accessibility in a hackathon? A: Because most teams ignore it under time pressure, so a tool that makes accessibility visible and actionable becomes immediately useful in real build conditions. Q: Is this claiming formal compliance? A: No. It is a rapid repair and evidence workflow, not a legal certification tool. Q: Why not just use a browser extension? A: Extensions surface issues, but PatchPilot packages findings, repair logic, and submission-ready proof in one place. Q: What makes the AI component necessary? A: It translates technical findings into plain-language explanations and actionable rewrite suggestions, which is what small teams often struggle to produce quickly. Q: How does this help judges evaluate the project? A: It gives a concrete artifact showing the team tested usability, prioritized fixes, and improved the product rather than only claiming intent. Q: Who would use this after the hackathon? A: Indie hackers, small agencies, student teams, and product squads shipping fast without a dedicated accessibility specialist. Q: What is the hardest technical piece? A: Making issue detection useful enough to prioritize the right repairs while keeping the workflow fast enough for a small team on a deadline. Q: What would you build next? A: Persistent repair history, collaborative issue ownership, and export formats that plug into GitHub issues or project-management workflows.

Checklist

• Final project title is short, specific, and memorable.
• Submission description matches the live demo instead of a planned roadmap.
• At least one screenshot shows the core workflow in-context.
• Demo video follows the same story arc as the written pitch.
• Problem statement names a real user pain, not a trend word.
• Tech stack section explains tradeoffs, not just logos.
• Accessibility or quality claims are backed by visible proof.
• All repo, live-demo, and slide links are working.
• Judge Q&A answers are rehearsed by the person presenting.
• Closing line makes the project’s long-term value obvious in one sentence.