byCORE · the AI build & cost layer

Do more with AI.
Save on your bill.

Your team keeps paying full price for AI work it already did. The Harness makes every call leaner and coreCerebrum remembers what you solved, so your bill drops 50–80% while the output goes up.

Runs on your infra · your keys · Claude, ChatGPT and Gemini

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01 / Where the money leaks

Why the AI bill keeps climbing.

Almost every team pays for the same three problems without ever seeing them on the invoice.

The team solves it, then solves it again
A tricky fix, a house rule, a heavy document. The hard part gets figured out once, then paid for again on the next request, and the next.
Memory lasts minutes, not months
Built-in caching holds an answer for a few minutes, for one person, then forgets. Nobody else on the team ever benefits from it.
Every request carries dead weight
Prompts get bloated with context the model does not need. You pay for those extra tokens on every single call, all day.

Meanwhile 95% of enterprise AI pilots show no measurable return (MIT, 2025), and enterprise AI spend roughly doubled in about six months.

02 / How it works

How the work moves, and where the saving happens.

Follow one piece of work through the system. At each step, watch what it does to the bill. Each step makes the next one cheaper.

1
The Harness · trims the request

A request comes in. It gets cleaned up first.

Before anything reaches a paid model, the Harness strips the dead weight out of the request and loads any large, shared reference one time instead of stapling it to every call. The model only sees what actually matters.

Effect: every call gets smaller and cheaper, with no change to the result.
2
coreCerebrum · captures the answer

The hard part gets solved. The answer is kept.

The first time the team works something out, a fix, a convention, a decision, a map of how the work fits together, it is written into coreCerebrum, a shared memory the whole company draws from. The expensive thinking is captured, not lost when the window closes.

Effect: you pay for the hard part once, and it becomes a reusable asset.
3
coreCerebrum · serves the reuse

Next time it comes up, it is already answered.

When the same problem, rule or document is needed again, by anyone, it is served straight from memory instead of worked out from scratch. The first solve paid full price. Every reuse after that is free.

Effect: the team stops paying twice for the same work.
4
The team · the compounding effect

One person’s answer becomes everyone’s.

Because the memory is shared, a solve from one developer is instantly available to the whole team. Conventions get enforced from the first draft. Known bugs do not come back. The more the team works, the more of its day is served from free reuse instead of paid rediscovery.

Effect: output per dollar climbs as the team keeps working.
5
The Savings Meter · makes it visible

The saving shows up as a number you can watch.

Dollars not spent, tokens reused and hours handed back are counted as the work happens, per team, in real time. The saving is no longer buried in next month’s invoice.

Effect: you can see it, and price to it.
Watch it live

A week of one team’s work. First solve pays full price. Every reuse is served free from the shared brain.

$0.00
saved so far
0%
off the bill
0
tokens reused
team activity — live
coreCerebrum
the shared brain
0 problems solved once, reused 0× across the team.
Same work, priced once. The rest is free.
03 / The math

The more you build, the more you save.

Normally, doing more with AI means paying more. Here, doing more means saving more. Here is the shape of it.

Cost to run a growing workload
Pay every timeSolve once, reuse free

The first solve pays full price. Every reuse after it is free.

A team repeats itself constantly, the same patterns, rules and references, over and over. Each repeat that used to cost full price now costs nothing.

So as the workload grows, the old bill grows with it in a straight line. The new bill bends away and flattens, because a bigger and bigger share of the work is free reuse, not paid rediscovery.

More output and a smaller bill, and the savings widen as you grow. On our own team that has meant about 63% off the AI bill and roughly 8 hours back per developer each week.

The curve shows the shape, not a quote. Your real number depends on how much your team repeats itself, which the meter measures live. 63% and ~8 hrs are byCORE’s own results.

04 / Not just cheaper

One standard, the whole team on it.

The shared memory does more than cut the bill. Because everyone reads from the same history and writes back to it, the whole company works to one standard. The quality of your best people becomes the floor, not the exception.

Everyone works off the same history
One developer or fifty, they build on the same shared record instead of each drifting their own way.
The best answer becomes the default
When someone finds a better way, it is saved to the memory, and every teammate works that way from then on.
New people inherit best practice on day one
Onboarding stops being months of trial and error. The standards are already in place and applied for them.
Conventions hold as you grow
Naming, structure and house rules stay consistent across the whole company, without a reviewer catching every drift by hand.

And it saves money too: consistent, right-the-first-time work means less rework, shorter reviews and faster onboarding. Quality and cost pull the same way here.

05 / The difference

It is not the caching you already have.

Your provider caches too, for a few minutes, one user at a time, and it forgets the instant it expires. coreCerebrum is a different thing entirely.

coreCerebrum
Built-in caching
Lasts
Permanent, org-wide
Expires in minutes, per user
Who benefits
The whole team
One user, that one time
Memory
Remembers fixes & decisions
Forgets the moment it clears
Conventions
Learns and enforces them
Repeats the same mistakes
Models
Any model: Claude, ChatGPT, Gemini
Locked to one provider
Visibility
Measured in dollars saved
Invisible on the bill

No rip and replace. It sits on top of what you already run, on your keys and your infrastructure. Point it at a project and the shared brain starts filling in.

06 / Build more

Design DNA. Describe it, build it.

The first thing we built on the engine. Describe what you want and it wireframes it, websites first. Prototype and model anything you like, free. You only pay when something goes live.

Wireframe anything, free
Unlimited prototypes and models. Because DNA runs on our own engine, even the wireframing is cheap, so explore all you want.
Pay only on go-live
When a wireframe becomes a real site, pick one: a one-time launch fee to self-host, or host it with us monthly. That is the only time it costs anything.
THE PROOF

Design DNA should cost a fortune in tokens. It runs on our own engine, so it does not. It is living proof that coreCerebrum and the Harness work.

07 / Pricing

Start free. Grow as you go.

Free to start, no card, no call. Then $150 for your first user and $75 for each user after. Add Design DNA at $250/user when you want to build. Big AI spend? Enterprise is priced to your savings.

Free
14 days
A 14-day free trial. No card, no call. Prove the savings on your own workload first.
The engine
$150 + $75/user
coreCerebrum + the Harness. First user $150, then $75 each. Cut your AI bill and run leaner.
Design DNA
$250/user
Optional. Unlimited wireframes; $500 hosted or $1,000 self-host when a site goes live.
Enterprise
custom
Big AI spend, SSO, on-prem. Priced to your savings in a demo.
Build your plan
10 users
Your plan
The engine
coreCerebrum + the Harness · your keys · any model.
Base · 1 user included$150/mo
+ 9 users × $75$675/mo
Recurring$825/mo
Start freeor book a pilot for your workload →

Free to start · self-serve · pay annually and save 20% · money back if your bill holds flat. Prices illustrative.

08 / Trust

Built for teams that count every dollar.

No lock-in, no markup, no rip and replace. Nothing leaves your accounts.

Bring your own keys
We route through your provider accounts. We never see or resell your tokens, and there is no markup on your usage.
Every major model
Claude, ChatGPT and Gemini today. Switch or mix models without touching your app.
Runs on your infra
Point it at any project you are already building. We optimize the traffic; your data stays in your accounts.
Proven inside corePHP
Every product ran the agency that built it before it was sold. We eat our own cooking.

Spend less. Do more.

Fifteen minutes. We point the engine at what you are already building and show you the number it gives back.