AI tools, verified before recommendation

Find the right AI toolkit and source path.

Describe your work, budget, or goal. We will match AI tools, official sources, credits, and verified coupons when available. Try: designer making campaign visuals, or developer seeking API credits.

Search segments

Refine by user fit

Role Workflow Output Budget fit

Toolkit matcher

Describe your needs. Get a cost-effective AI stack.

The prototype matches your role, workflow, and budget against the tool catalog and source confidence. Coupon links only appear after source verification. Until then, recommendations use official sources and plan paths.

Backend blueprint

How live GPT recommendations will work

API contract

Recommendation request and response shape

Tool board

AI tools and source paths

0 results

Source quality

Coupon verification rules

Moderation workflow

Source operations

Review queue

Current deal source status

Decision engine

Best-value rankings

Market watch

AI tool intelligence

Submit news

News is filtered for user decisions: tool launches, pricing changes, verified offer signals, policy risk, and workflow-specific AI stack updates.

Source library

What we monitor first

Community

AI forum

Start topic

Community intake

Submit a new AI perk

Capture leads and user-submitted opportunities before building a full admin system. In the next version this can write to Airtable, Supabase, or a moderation queue.