Lead Gen / Data is your top demand signal

⚠ $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.

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

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

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

⚠ $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.

⚠ 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.

⚠ No budget listed, vague scope mixing multiple domains, 'new business no income' suggests likely non-paying client, lacks specific deliverables or timeline.

⚠ 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.

⚠ Budget of $15-50k wildly mismatched to full-stack MVP scope (data pipeline, ML, backend, frontend); vague timeline and no named deliverables; unrealistic for production-ready system.

⚠ Legitimate company name present but scope is vague, no budget mentioned, and this is a common AI data-labeling gig post rather than a direct design hire.

⚠ 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.

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

⚠ Ambitious scope and specific tech stack suggest real inquiry, but vague deliverables, no budget, and 'winning agency' language raise red flags around actual project maturity.

⚠ Extremely low budget ($150) for complex AI infrastructure setup with Docker, persistent storage, and workflow automation—likely underbid or ghost posting.

⚠ Vague scope, unrealistic $200 budget for bot development, no specifics on website/tech stack, and 'quick bite' language suggests fishing.