AI COST
How to cut your company's AI subscription and API costs
Manage usage across many AIs in one place and let the model switch automatically: costs go down and results get better. In Saycode you can do both Site builder and Office work.
LLM routing: the right model for each request
Auto mode
Connect Claude, GPT, Gemini, and Grok in one place, and auto mode picks the model that fits each request's difficulty.
Easy requestFix wording · summarize
Light model
Typical requestBuild one screen
Standard model
Hard requestA feature across several screens
Top model
Auto mode judges the difficulty of every request. Easy work never goes to an expensive model, so costs come down.
Monthly AI spend, down by more than half
50%or more saved
- Who
- 50 people at Buzzni
- When
- Usage, Jun–Aug 2026
- Baseline
- vs. per-person subscription support
- Tools
- Claude Code and Codex plans and APIs
- Formula
- (monthly cost before − after) ÷ before
- Measured by
- Measured in-house at Buzzni
Actual savings vary with usage patterns and company setup.
Where the savings come from
- Plans for heavy users, pay-per-use for light users
- Automatic model choice by task difficulty
- An AI playbook that cuts wasted usage
Versus a plan for every employee
| Topic | A plan per employee | Saycode |
|---|---|---|
| How you pay | Each person pays for a plan. Light users pay as much as heavy users. | Plans for heavy users, pay-per-use for light users. The company manages subscriptions and APIs in one place. |
| Model choice | People pick a model every time. Easy requests often go to expensive models. | The model is picked for each request's difficulty. That is auto mode's LLM routing. |
| How AI is used | Everyone uses AI differently, which adds wasted usage. | Buzzni's AI playbook cuts wasted usage. |
Frequently asked questions
How was the 50%+ cut in monthly AI cost measured?
We measured usage by 50 developers and non-developers at Buzzni from June to August 2026. We compared the monthly AI cost when each employee had their own plan with the monthly cost after moving to Saycode, where the company manages subscriptions and APIs in one place and auto mode picks the model. The team used Claude Code and Codex plans and APIs. Actual savings depend on usage patterns and company setup.
Which AI can we connect?
Claude, GPT, Gemini, Grok, and more, all connected in one place.
What is LLM routing?
It sends each request to the AI model that suits it. In Saycode, auto mode does this.
Can we still pick the model ourselves?
Yes. Auto mode chooses by default, and you can pick a model for any request.
What changes when subscriptions and APIs are managed in one place?
The company sees and tunes the subscriptions and API usage people used to pay for separately. Heavy users get a plan and light users pay for what they use, so less goes to waste.
What is the AI playbook?
It is Buzzni's know-how from using AI every day. It cuts wasted usage and saves money.
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