Your coding agents are burning through your token budget.
We wrap Claude Code, Cursor, and Codex in a compression layer that cuts tokens up to 90% on real workloads. It runs inside your environment, tuned to your stack, and the savings are measured on your team's real usage.
Lower bill, same results
Wraps your coding agents
We put a compression layer around your coding agents. No workflow change. Your developers work the same way.
Up to 90% fewer tokens
Measured on your team's real usage. We baseline your actual traffic and report the number against it.
Same results
Compression is reversible. Originals are always retrievable, so your agents behave exactly as they do now.
Runs in your environment
Deploys inside your infrastructure. Your code and prompts never leave your environment.
Tuned to where tokens go
File reads, tool outputs, long histories, repeated context. We tune compression to where your coding agents actually spend.
Gain-share pricing
You pay 30% of one month's savings, one time. Every month after is yours. If there's no saving, there's no bill.
Where the compression layer sits
Your coding agents
No workflow change
M87 compression layer
Compress out, restore back
LLM provider
Up to 90% fewer tokens billed
The compression layer wraps your coding agents inside your own environment. It compresses context on the way to the model and restores it on the way back, so your agents behave exactly as they do now. Originals stay retrievable, and nothing leaves your infrastructure.
How It Works
Baseline & agree measurement
We instrument your team's real coding-agent usage, establish current token spend, and agree exactly how savings will be measured before anything changes.
Wrap your coding agents
The compression layer goes around Claude Code, Cursor, or Codex inside your environment. No workflow change, no data leaving your infrastructure.
Tune to your stack
We tune compression to where your tokens go, file reads, tool outputs, long histories, repeated context, to maximize savings without changing how your agents behave.
Verify behavior
We run compressed and uncompressed paths side by side to confirm your agents produce the same results before you rely on it.
Measure & report savings
Savings are measured against the agreed baseline on live usage. You see the real number, broken down by team and tool.
Gain-share invoice
You pay 30% of a single month's measured savings, once. Every month after, the full savings are yours. No saving, no invoice.
Starts with a free baseline on your team's coding-agent usage. We show you what you're overspending before you commit, then bill only a share of what we actually save you.
Who This Is For
The developer who found this
You blow through your Claude Code and Cursor quota by mid-afternoon and hit the wall right when you're in flow. Compression stretches the same quota much further. Forward this to whoever owns the budget.
The eng manager watching the bill
Your team's coding-agent spend is climbing faster than headcount. You want it cut without slowing anyone down or changing their tools.
The CFO cutting the bill
AI spend is now a real line item and it keeps climbing. Most of that spend is context re-sent on every call. We cut it, measured against your baseline, with pricing tied to the savings, so you can pay much less for the same value.
Outcomes
- Coding-agent token spend cut by up to 90% on real workloads
- Same results, your developers' workflow untouched
- No code changes and nothing leaving your infrastructure
- Pricing tied directly to measured savings, nothing if we don't deliver
30% of one month's savings. Paid once.
We bill 30% of a single month's measured savings as a one-time fee. Every month after that, the full savings are yours.
We save you
$5,000 / mo
You pay
$1,500
one-time
We save you
$10,000 / mo
You pay
$3,000
one-time
We save you
$25,000 / mo
You pay
$7,500
one-time
Measured against your agreed baseline on real usage. No saving, no bill.
Get a free token-savings baseline
Tell us your stack and team size. We instrument your real Claude Code, Cursor, and Codex usage, agree how savings get measured, and show you exactly what you're overspending. No code changes, nothing leaves your environment, and no commitment until you've seen the number.