How We Test · Sales AI Prompts

If it didn’t pass review, it didn’t ship.

A look at exactly how every prompt in Promptifi gets reviewed, scored, and checked before it lands in your library — and what happens when it doesn’t clear the bar.

Most prompt libraries are generated. Ours is reviewed and scored.

The internet is drowning in prompts nobody has actually reviewed. We built this process because we hated copying one into an email, only to find it was generic, hallucinated, or just didn’t hold up.

Two things we don’t do: ship from theory, or publish anything we have not reviewed.

The five-step protocol

From draft to library.

Same five gates for every prompt — discovery question, cold email, MEDDPICC builder, renewal play. No shortcuts, no special cases.

Step 01

Pre-pass

Cleanup, hard filters, duplicate and template clustering, vertical-lock and generalization checks, compound splitting — before anything reaches a rubric.

automated
Step 02

Rubric score

Every prompt is scored against a fixed rubric — usefulness, craft and lift, clarity — with a frontline-fit correction for SDR and AE work.

fixed rubric
Step 03

Routing

Scored prompts are routed to approve, rewrite, generalize, reject, or human review. Most don’t clear on the first pass.

5 outcomes
Step 04

Normalization & dedup

Placeholders are mapped to a closed vocabulary and every candidate is checked against the live library so nothing near-duplicate ships.

closed vocabulary
Step 05

Review & publish

Approved prompts land as drafts for a final editorial pass before anything goes live in the library.

editorial pass

Want to see the reviewed prompts?

Or apply to be one of the reps who tests them. Both take less than three minutes.