Starter stack

AI stack for software engineering teams

Code, review, delivery speed

The stack

ToolWhat it is forPrice10-person cost
GitHub Copilot
Free plan
In-editor coding assistantFree · Pro $10/mo · Pro+ $39/mo · Business $19/user/mo$30/mo
ChatGPT
Free plan
Architecture questions and code explanationFree · Go $8/mo · Plus $20/mo · Pro $200/mo$60/mo

Pilot total $90/month ($1080/year) — the everyday assistant for the pilot group, the specialist tools for a smaller set of people who need them.

Enterprise

Buy this stack for your team

$190per month

Enterprise covers the software engineering rollout end to end for everyone on the team: the 2 recommended tools set up in a shared workspace, the 90-day plan, the training path and the usage policy. Billed at $19 per person per month. Tool subscriptions themselves (about $90/month) stay on your own accounts.

seats (minimum 3)
Billing
  • Shared workspace with this software engineering stack pre-loaded
  • The 90-day rollout plan assigned to owners
  • Training path and certificates for every seat
  • Usage policy, spend tracking and stack reviews

How to roll it out

Days 1–30 — pilot

Start with 3 people, not everyone

  • Pick 3 volunteers who already do software engineering work daily and give them GitHub Copilot.
  • Name the two tasks each of them will use it for, and write down how long those tasks take today.
  • Agree the data rules before the first login: what may be pasted in, and what may not.
  • Book a 45-minute kick-off around the tool’s video walkthrough and written steps on this site.
Days 31–60 — prove it

Measure the saving and fix what got in the way

  • Compare the before-and-after time on those same two tasks and record the difference in hours.
  • Collect the failures as well as the wins — that list becomes your review checklist.
  • Add the supporting tools (ChatGPT) only where the pilot showed a clear gap.
  • Publish one short internal write-up from a colleague, not from management.
Days 61–90 — roll out

Extend to the remaining 7 people

  • Buy seats in one batch so billing and admin stay in one place.
  • Run the same 45-minute onboarding for each new group, using the prompts your pilot proved.
  • Set a monthly review of spend against value in the cost calculator, and cancel anything unused.
  • Assign one owner per tool who answers questions and watches for pricing changes.

What usually goes wrong

  • Confident-sounding errors: every tool here scores below 100% on accuracy, so the review step is not optional.
  • Shadow usage: if you do not approve something usable, people will use their own accounts with company data.
  • Seat creep: paid seats keep billing after people stop using them — the monthly review catches this.
  • Overreach: starting with a company-wide rollout is the most common way an AI project quietly dies.

Train the team

Other starter stacks