How AI Software Works

AI products are usable when the loop is explicit: name the weekly output, provide context, generate, review with a human, apply governance, then ship into the real stack (docs, IDE, ads, or workflow).

Example: Harbor Legal needs meeting notes with a retention policy — not an image generator and not an ungoverned consumer chatbot pasted into client files.

AI products are usable when the loop is explicit: name the weekly output, provide context, generate, review with a human, apply governance, then ship into the real stack (docs, IDE, ads, or workflow).

Steps: Job → Prompt → Generate → Review → Govern → Ship.

Example: Harbor Legal needs meeting notes with a retention policy — not an image generator and not an ungoverned consumer chatbot pasted into client files.

Use the loop to write must-haves, then shortlist in /guides/how-to-choose-ai-software/.

For How AI Software Works, list must-haves, owners, integrations, and the weekly ritual this purchase must improve. Share the sheet with finance and IT before you schedule a second demo.

1. Name the primary job in one sentence.
2. List must-have gates (plans, SSO, data residency, usage caps).
3. Name integrations that must work on day one.
4. Assign an admin owner and a weekly user champion.
5. Define non-admin proof — what a sceptic completes without rescue.

Worked example: Harbor Ops refuses demos until the checklist is signed — cutting evaluation time in half.

Common failures in ai: buying for brand familiarity, comparing entry tiles across different usage units, skipping a fair trial script, and adding scope before adoption proves out.

Run one trial script on every finalist the same week. Score on the same card. Write a one-paragraph decision memo that names what you are not buying yet.

When assumptions are frozen, continue on /best/ai-software/ with the same headcount, usage band, and must-have gates on every quote.

For How AI Software Works, list must-haves, owners, integrations, and the weekly ritual this purchase must improve. Share the sheet with finance and IT before you schedule a second demo.

1. Name the primary job in one sentence.
2. List must-have gates (plans, SSO, data residency, usage caps).
3. Name integrations that must work on day one.
4. Assign an admin owner and a weekly user champion.
5. Define non-admin proof — what a sceptic completes without rescue.

Worked example: Harbor Ops refuses demos until the checklist is signed — cutting evaluation time in half.

Common failures in ai: buying for brand familiarity, comparing entry tiles across different usage units, skipping a fair trial script, and adding scope before adoption proves out.

Run one trial script on every finalist the same week. Score on the same card. Write a one-paragraph decision memo that names what you are not buying yet.

When assumptions are frozen, continue on /best/ai-software/ with the same headcount, usage band, and must-have gates on every quote.

For How AI Software Works, list must-haves, owners, integrations, and the weekly ritual this purchase must improve. Share the sheet with finance and IT before you schedule a second demo.

1. Name the primary job in one sentence.
2. List must-have gates (plans, SSO, data residency, usage caps).
3. Name integrations that must work on day one.
4. Assign an admin owner and a weekly user champion.
5. Define non-admin proof — what a sceptic completes without rescue.

Worked example: Harbor Ops refuses demos until the checklist is signed — cutting evaluation time in half.

Common failures in ai: buying for brand familiarity, comparing entry tiles across different usage units, skipping a fair trial script, and adding scope before adoption proves out.

Run one trial script on every finalist the same week. Score on the same card. Write a one-paragraph decision memo that names what you are not buying yet.

When assumptions are frozen, continue on /best/ai-software/ with the same headcount, usage band, and must-have gates on every quote.