Contactio
Hand it a web address and nothing else. It reads the site, drafts a capability profile you are free to rewrite, then ranks NAICS codes drawn from the official 2022 list instead of recalled by a model.
- SAM.gov and Grants.gov for what is open, USAspending for who already won it, and two state open-data portals for the rest — public endpoints read from the outside, not partnerships
- Seven single-purpose agents rather than one long instruction — the single instruction produced blank keyword lists, codes off no official register, and a whole result set stuck on nought
- Any six-digit code absent from the official register is discarded on the way back, so it never reaches a screen
- A second agent briefed to argue against the strong matches, with the deterministic score standing behind the first when the model cannot answer
- Built for the firm that was quoted five figures a year by the incumbent platform and walked away from the meeting