DevNetwork 2026 · SerpApi Best AI Use Case

Live web evidence → justified external action.

SerpApi retrieves structured, real-time evidence. AI interprets only what the evidence supports. SignalOps keeps fact separate from inference, deterministically gates the next action, and preserves outcome receipts without rewriting the source evidence.