Archive position — measured, not model output
0 likes on Devpost
2,264 of the 7,856 archived projects have more likes, and 5,592 share exactly 0 — so this project's #5,440 place in the like-ranked listing is a tie-break inside that group, not a ranking.
Projects (log scale)
Likes on Devpost. ▲ marks this project's group.
Show the figures
| Likes | Projects | Share of archive |
|---|---|---|
| 0 | 5,592 | 71.2% |
| 1 | 1,758 | 22.4% |
| 2 | 285 | 3.6% |
| 3–4 | 132 | 1.7% |
| 5–9 | 75 | 1.0% |
| 10+ | 14 | 0.2% |
Executive Summary
What the company appears to be: My Helper is a self-reported Chrome extension that acts as a personal AI coach for users of ChatGPT and Codex. The author states it provides in-context coaching, feature highlighting, prompt feedback, and language/voice support while users interact with these platforms.
What changed: The project was submitted to the OpenAI 2026 hackathon by a solo developer (Theo Theo). It represents an experimental tool built using AI coding assistants (Codex, GPT-5.6) and deployed as a browser extension.
Single most important open question: Is there any evidence of user adoption or commercial traction beyond the author's own development experience?
Analysis basis: This report is based entirely on the self-reported project description provided by the caller. No external verification, archived data, or third-party sources are available. All claims are attributed to the author's own account and should be treated as unverified.
What The Product Actually Is
The description states that My Helper is:
- A Chrome extension (Manifest V3)
- Designed for ChatGPT and Codex
- An AI coach that provides guidance while users interact with these platforms
- Capable of highlighting features, explaining their function, and coaching on prompt writing
- Supports multiple languages and voice options
- Includes Google sign-in, saved preferences, learning progress tracking, support messaging, and account deletion
The author reports building it using:
- Chrome extension framework
- Node.js backend deployed on Render
- OpenRouter for live AI interactions
- Supabase for authentication and data storage
- GPT 5.6 via Codex for development assistance
- openai/gpt-5.4-mini through OpenRouter for testing
Inference: The product is described as a browser-based coaching tool that integrates with ChatGPT/Codex, but no evidence of actual user deployment or usage exists beyond the author’s own development process.
Positioning & Claim Evolution
The author claims My Helper is:
- A personal AI coach for ChatGPT and Codex
- Designed to teach and guide users, not just provide chatbot responses
- Intended to help people learn how to use these tools
- A tool that highlights features and explains what they do
The positioning evolved from:
- Personal frustration with finding features in ChatGPT/Codex →
- Idea for a coaching assistant that helps users navigate and understand the platforms
Claim vs Fact: The author states this is an "AI coach" and a "personal AI coach", but there is no evidence of actual user feedback, market testing, or product-market fit.
Target Customer & ICP
The description states:
- Users of ChatGPT and Codex
- People who find it difficult to navigate documentation or understand features
- Users who want guidance while using these platforms
No specific customer segments, personas, or targeting criteria are mentioned beyond general "users" of the platforms.
Inference: The target is likely developers or power users of ChatGPT/Codex, but no segmentation or explicit ICP definition exists in the description.
Business Model & Pricing Evidence
The author states:
- Users can sign in with Google
- Preferences and learning progress are saved
- Support messages can be sent
- Account deletion is possible
There is no mention of pricing, monetization strategy, or business model beyond the extension being submitted to the Chrome Web Store.
Claim vs Fact: The author does not state whether My Helper will be free, paid, or monetized in any way. Any commercial intent remains unproven.
Technical & Delivery Signals
The author reports:
- Built as a Chrome Extension (Manifest V3)
- Uses Node.js backend on Render
- Integrates with OpenRouter, Supabase, and Codex/GPT 5.6
- Includes content scripts, floating bubble UI, coaching panel, settings, prompt coach
- Supports language switching, voice support, Google sign-in
- Tested on ChatGPT pages
- Submitted to Chrome Web Store (under review)
Inference: The technical architecture is described in detail, but no evidence of production deployment or scalability exists.
Traction & Maturity Signals
The author states:
- Submitted to the Chrome Web Store (under review)
- Built entirely by one person (Theo Theo)
- Uses AI tools (Codex, GPT 5.6) for development
- Has a working prototype
There is no evidence of user adoption, downloads, revenue, or customer engagement.
Inference: The project appears to be at the prototype stage with no demonstrated traction or market validation.
Competitive Context
The author does not mention any competitors or similar products. The description focuses solely on the product itself and its development process.
Absence of evidence: No competitive landscape, market positioning, or differentiation from existing tools is provided.
Key Risks & Red Flags
- Solo developer model: One-person team with no external validation or support
- No commercial traction: No users, revenue, or adoption metrics
- Unverified claims: All statements are self-reported and unverified
- Limited deployment: Extension is under review in Chrome Web Store; no live usage confirmed
- Dependency on AI tools: Heavy reliance on Codex/GPT 5.6 for development, which may not be sustainable long-term
- No pricing or monetization strategy: Unclear how the product will generate revenue
Inference: The project lacks commercial viability indicators and appears to be a proof-of-concept rather than a scalable business.
Diligence Questions To Ask The Founders
- What is your plan for user acquisition and retention?
- Have you validated demand for this tool among actual ChatGPT/Codex users?
- How do you intend to monetize the extension?
- Are there any plans to expand beyond Chrome or support other platforms?
- What are the technical limitations of relying on AI tools like Codex/GPT 5.6 for ongoing development?
- Can you provide evidence of user testing or feedback?
- What is your timeline for launching and scaling the product?
Investment/Partnership Verdict
Not evidenced: There is no evidence of revenue, customers, traction, or commercial viability beyond the author’s own development experience.
Confidence level: Very low — this is a self-reported prototype with no external validation. The project has not demonstrated any market traction or business model.
Verdict: At this stage, My Helper appears to be an experimental tool built by one developer for personal use and submission to a hackathon. It does not show signs of commercial readiness or scalability. Further due diligence would require evidence of user engagement, monetization strategy, and product-market fit.
Source
Submitted to the OpenAI 2026 hackathon on Devpost. Project home on DevPost.
The analysis above was generated by a language model from the project's own one-line description. It is not independent research and contains no verified traction, revenue or customer data.