OmniBid Intelligence Engine

Finding good freelance jobs on platforms like Upwork is exhausting. Many jobs are scams, have insulting budgets, or use legacy technologies. Applying to them wastes hours of time and real money (Connects).

Standard AI models are prone to hallucination—if a client posts a job without a budget, standard LLMs will confidently guess or invent details instead of flagging missing data.

Built OmniBid, an autonomous AI pipeline that ingests job alerts, filters out scams, and drafts hyper-personalized proposals. It operates on a strict rule: Code enforces boundaries; the AI only reasons.

• Deterministic Gates: Code automatically blocks scams and bad budgets before the AI is even called, preventing prompt injection attacks.
• Confidence Calibration: Forces the AI to output MAYBE and downgrade its confidence score if critical job details are missing.
• Claim Verifier: Anti-hallucination layer checks every proposed sentence against a frozen snapshot of the freelancer's real profile.

Developed a 28-Job "Golden Benchmark Suite" to ruthlessly test the AI against real-world scams and injection attacks.

Achieved 96.4% Decision Accuracy (27/28 correct), with a 100% block rate against prompt injection and scam jobs. Execution time averages 7.9 seconds per job.