Cheaper workers
Find files, search code, make repetitive edits, run tests and handle straightforward coding.
Founding Edition ·
Stop paying your most expensive AI to do easy work.
Build a practical team of AI workers: cheaper models handle routine jobs, while stronger models step in when the work gets difficult.
One-time Founding Edition purchase. Africa: · International: converted to ZAR at checkout. No subscription required.
Built for people already using a coding assistant and a basic development workflow.
YOUR CODING WORKFLOWOne AI
managerkeeps the job on track
managerkeeps the job on track
01Cheap workerRoutine work
02Normal workerEveryday coding
03Stronger AIHard problems
04Rescue AIWhen needed
↗ Give each task the right level of help.
A sensible division of work
Think of it
like a real team.
A business would not pay its most expensive specialist to photocopy documents. AI should work the same way.
Stronger AI
Focus on difficult debugging, architecture, important decisions, risky reviews and rescue work.
Use the right AI for the right job.
How it works
A clear path.
Only as much help as needed.
One AI manager keeps responsibility for the job. Not every task goes through every worker.
THE MANAGERAI managerSets scope and checks the result
Cheap workerSimple, bounded tasks
Normal workerEveryday implementation
Stronger AIWhen the work gets difficult
Rescue AIExceptional cases
↳ If one AI gets stuck, hand the job to a stronger AI with the evidence so far.
Inside the toolkit
More than a
folder of prompts.
Get a practical system you can set up, use and check. Start with OpenAI-only, or add the optional hybrid path if it fits your setup.
Get the Founding EditionSet up your team
Global team setup with OpenAI-only and optional hybrid paths.
Ready-to-use roles
Six worker roles for routine, planning, difficult, review and rescue work.
Route work sensibly
An everyday-use guide for choosing the least costly suitable worker.
Hand off with context
Failure handoff rules that carry the task and evidence forward.
Check the setup
Acceptance tests for installation, routing and troubleshooting.
Fix common issues
Workspace safety, access, model selection and troubleshooting guides.
Keep recommendations current
Current model guidance kept separate from the reusable team structure.
Version 1 updates
Founding buyers receive refinements to the Version 1 toolkit.
A workflow you can verify
Setup + roles + routing + testing + troubleshooting.
Learn how to create a team and how to check it is doing the work you expect. The toolkit covers repeated failed attempts, workspace permissions, reasoning-only helpers and unsupported claims that a task worked.
01Use less costly help for routine tasks.
02Keep one manager accountable for the result.
03Check changed work before calling it done.
The first release
Founding Edition
Founding buyers receive updates to Version 1 as we refine the installation, routing rules and current model recommendations. Future major courses, services or new product generations may be sold separately.
Good questions
Before you
get started.
Practical answers about what the toolkit includes and what it expects from your setup.
Do I need DeepSeek?
No. The complete OpenAI-only setup is a clear starting path. The hybrid setup is optional.
Do I need the most expensive ChatGPT plan?
No. The toolkit can be adapted to the models and worker features your plan exposes. Access and usage limits vary, so check the current plan details and do not assume every role is available on every tier.
Is this a course?
No. Version 1 is an implementation toolkit with setup instructions, worker role cards, routing guidance, checks and troubleshooting. A future course may be offered separately.
Will it install everything automatically?
No. You follow the setup for your workflow. Some steps may require permissions, model access or plugin configuration in your own account.
Will the recommended AI models change?
Yes. Model names, availability, settings and pricing can change, so current recommendations are kept separate from the underlying team structure.
Will this save me money?
It is designed to reduce unnecessary use of expensive models. Actual savings depend on your workload, providers, model pricing and usage. No savings percentage is guaranteed.
Can beginners use it?
It is best suited to people already comfortable with a coding assistant and a basic development workflow.
Does it work without Codex?
Version 1 is built primarily around Codex workflows. Some ideas may apply elsewhere, but compatibility with other tools is not promised.
Affordable AI Coding Team · Founding Edition
Give every coding task
the right level of help.
A practical setup toolkit from Executive Compass.