Lead Gen / Data is your top demand signal

⚠ $200 budget for extensive production work (voice agents, scraping, API, DB schema) is unrealistic and signals either ghost client or severe scope underestimation.

⚠ $100 budget for full-stack AI feature is severely unrealistic; classic low-ball test-hiring post designed to filter cheap labor, not genuine scope match.

⚠ Specific product vision and AI integration needs, but vague on tech stack, deliverables, timeline, and budget omitted entirely.

⚠ Reasonable scope and budget range, but incomplete job description cuts off mid-sentence and lacks tech stack specifics or timeline.

⚠ $500 budget is drastically unrealistic for multi-step AI agent with APIs, web scraping, and Gmail/Apollo integration—suggests either test/probe or serious scope mismatch.

⚠ $400 budget for full-stack mobile MVP is unrealistically low; post cuts off mid-sentence suggesting incomplete/rushed posting.

⚠ Legitimate company but vague scope, no budget mentioned, and the actual design work is secondary to AI training data collection rather than a direct client engagement.

⚠ Specific use case and deliverables, but $400 budget is unrealistic for multi-feature AI agent with data tracking and analysis.

⚠ Real problem statement and clear non-technical requirements, but this is a job-seeker seeking help (not hiring for product development), with no budget posted and unclear if they're hiring or seeking advice.

⚠ Post reads as a vendor selling their product rather than hiring for development; vague 'custom build' offerings with no clear client problem statement or deliverables.

⚠ Vague scope, unrealistic budget ($15-25 for web dev + AI + scraping), no specific tech stack or deliverables named.

⚠ Vague scope, extremely low budget ($500 for complex automation), no tech stack specified, 'maximum speed' is buzzword-heavy language typical of unrealistic spec.