VibeSave · founding beta open

10× the output. Same humans. A falling bill.

Every CEO wants ten times the output. Every CFO wants a smaller bill. VibeSave delivers both from one gateway in the request path: Engine 1 enforces the AI bill down 30–40% ◌, Engine 2 multiplies what each employee ships ×2 → ×10 ◌ — closed monthly on one screen. No savings, no fee.

−30–40% the bill ◌×2 → ×10 output / employee ◌No savings, no fee

Built by AWS · Meta · Microsoft · Walmart alumni — we've operated systems bigger than the companies we sell to.

VibeSave · The Leverage DialTWO DIALS · CLOSED MONTHLY
×1
Dial 2 · Output per employee ◌
= the throughput of 8 people — from the same 8 humans
×1 · todaydrag the dial →×10
Dial 1 · The AI bill at this outputthe gap is yours · −38% ◌
Ungoverned
×1.0
With VibeSave
×0.6
no savings · no fee ◌  ·  » sourced · ◌ directional

Live math, directional ◌ — replaced by your measured monthly close from month one

The problem — twice the spend, none of the leverage

Token prices fell 98%. The bill went 6× anyway.

73%

of enterprises say AI costs exceeded original projections » FinOps Foundation, 2026

$1.2M → $7M

the average enterprise AI budget, 2024 → 2026 — bills up ~320% while per-token prices fell ~98% » TNW. Volume, not price, drives the bill.

$500M

burned by one company in a single month — no usage limits set » Axios, 2026

Case in point »The Uber signal — both halves of the problem, one company

Uber rolled agentic coding tools out to ~5,000 engineers — and burned its entire 2026 AI budget by April » Forbes. Power users ran $500–$2,000 a month; the CTO logged $1,200 in a single two-hour session » Fortune. The patch was a tourniquet — a $1,500/month cap per employee, per tool » TechCrunch — even as Uber's COO conceded the productivity link "is not there yet." Walmart, Amazon and Cisco have followed with caps of their own ».

April

the month the full-year 2026 AI budget ran out » Forbes

$1,200

one executive session, two hours » Fortune

$1,500/mo

the cap — punishing the best users instead of governing the spend » TechCrunch

The cause is behavioral, not technical: every task ships to the priciest model, and nobody can prove what the spend produced. Cloud got FinOps. AI got a dashboard nobody is accountable to. Caps punish your best users. Governance pays for them.

Caps vs governance — the fork every enterprise hits

Three ways to hold the line. One compounds.

Option 1
Do nothing

The bill compounds — 6× in two years while token prices fell 98% ». The board asks what the spend produced; the dashboard shrugs.

Option 2
Set caps

Uber’s answer: $1,500/month per employee ». Spend flattens — and your best users hit the ceiling first, while the productivity link stays unproven ».

Option 3
Govern the request path

VibeSave routes, caches and enforces per team — and measures output per employee. The bill falls 30–40% ◌ while throughput climbs, and the monthly close proves both.

The only option that pays for itself

"Every AI vendor is paid to sell you more usage. We are the only vendor paid when you spend less and produce more."

the bill down · the output up · one screen, closed monthly

The product — precisely defined

One gateway. Two engines. Four modules.

VibeSave connects read-only in a day and earns its way into the request path. Engine 1 cuts the bill — enforced, not suggested. Engine 2 multiplies output per employee — measured, not assumed. The design target: 10× output per seat at a fraction of today's spend ◌.

Your teams

engineers · analysts · ops
+ their agents

VibeSave gateway · in the request path
Spend engineMETERROUTEENFORCE
Output engineMEASURECOACHMULTIPLY
Every provider

OpenAI · Anthropic · Bedrock
Azure · self-hosted

CFO CONSOLE — budgets · policies · approvals · monthly close

Read-only metering connects in a day · enforcement is opt-in, per team — teams graduate into the gateway, nothing is forced on day one

M1Spend Meter

Read-only connectors to every provider and gateway, live in a day. A cost ledger per team, per workflow, per model — the Week-One Cost X-Ray that opens every deal.

View detail
  • Connectors: OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, Gemini, self-hosted endpoints
  • Ledger dimensions: team · workflow · model · feature tag
  • X-Ray deliverable: your top-10 waste sources, a routing plan, projected savings

M2Optimization Engine

Right-size routing — 38% of calls off frontier models, $2.31 vs $18.40/M precedent » 2.4B-call analysis — plus caching, hard budgets, runaway-loop kill-switches. Enforced in the request path, not suggested in a dashboard.

View detail
  • Right-size routing behind quality gates, shadow-scored against your baseline before it touches production
  • Caching — exact + semantic, deduped across teams
  • Hard budgets per team and workflow · runaway-loop kill-switches · anomaly alerts

M3Output Amplifier

The 10× layer: a leverage score per team, coaching and playbooks in the flow of work, a curated prompt-and-agent library. Same headcount, multiplied throughput — measured, so the COO question finally has an answer.

View detail
  • Leverage score: throughput, cycle time, quality pass-rate on governed workflows
  • Coaching nudges in the flow of work — not another dashboard to check
  • Prompt & agent library, curated and versioned per team

M4CFO Console

Budgets, policies, approvals — and a monthly close: verified savings reconciled to the provider bill + the output-lift report, signed by a named owner. No savings, no fee.

View detail
  • Budgets, policies, approvals — role-based access, SSO
  • Monthly close: verified savings vs the invoice + the output-lift report, e-signed
  • Exportable ledger — it is your data, always
Read-only firstEnforcement opt-in, per teamNo prompt retention by defaultVPC deploy optionSavings reconciled to the invoiceOutput methodology pre-registered
For the CFO

A bill that falls month over month — every dollar of savings reconciled to the provider invoice and signed off by a named owner on your side.

For platform teams

Governance without tickets — one gateway instead of per-team keys; budgets, routing and kill-switches enforced in the request path, quality shadow-scored.

For the COO

The productivity question finally answered with a number — a leverage score per team, and coaching in the flow of work that moves it.

The gateway, live — flip the switch

Watch governance pay for itself.

Simulated traffic through the VibeSave gateway. Flip governance off to watch the same work run at frontier prices — flip it back on to watch routing, caching and kill-switches claw the bill back in real time.

vibesave://gateway · live ledger
OFF GOVERNANCE ON
All-frontier would cost
$0.00
Your spend
$0.00
Saved this session
$0.00

Simulated traffic for illustration · your console runs on your live cost ledger, reconciled to the provider invoice

Your math — not ours

Drag two sliders. See what the waste costs you.

Rough numbers are fine — the Week-One X-Ray replaces every estimate below with measured data from your own provider bill.

Describe your AI spend
Annual AI spend$3M
Waste share the X-Ray typically finds30%
Industry surveys put governable AI waste at 30–40% of spend » — even 30% of the average $7M budget is a $2M+/yr problem ◌. Outputs are directional ◌; the X-Ray measures your real number.
$900K
Verified-savings target this year ◌ — reconciled to your provider bill, monthly
≥ $720K
You keep — at least 4× our fee — contractual
≤ $180K
Our fee — charged only on verified savings
The same bill, governed
Bill today
$3.0M
Governed
$2.1M
How a beta runs — gated, not hoped

Live in a week. Judged at Day 90.

Thirteen weeks, two hard gates, kill criteria attached. Week One sells — the Cost & Leverage X-Ray is the sale. Billing turns on only at the first monthly close.

Wk 1–2 · Connect & X-Ray
Read-only connectors live in a day. The Cost & Leverage X-Ray lands inside two weeks — the artifact is the sale, and it's yours to keep either way.
GATE · REPORT

◆ the two gates have no override — not even by us

No savings, no fee — in the contract. And the Day-90 bar, in writing: verified savings must clear 3× our fee → paid annual and a named case study. Below the bar — we publish that too.

The questions every buyer asks

Straight answers, before the call.

What does it cost?
A modest platform base that covers metering, plus a success fee charged only on verified savings — never on projections. The contract guarantees you keep at least 4× our fee; if the monthly close shows no savings, the success fee is zero. Founding-cohort pricing is locked for the life of the contract.
What does VibeSave touch on day one?
Nothing in the request path. Day one is read-only metering — provider APIs and billing exports across OpenAI, Anthropic, Bedrock, Azure, Gemini and self-hosted. Enforcement is opt-in, per team: teams graduate into the gateway when the numbers earn it.
How are savings verified?
Baseline month → intervention → savings reconciled against your provider invoice → a named owner on your side signs the close. The invoice is a query over the ledger, and every close resets the next baseline — the bill keeps falling.
What if there are no savings?
Then there's no fee — in the contract. And at Day 90, if verified savings don't clear 3× the fee, we say so in public. The platform floor covers metering; the upside fee exists only on verified savings.
How do you measure output without vibes?
A leverage score per team — throughput, cycle time, quality pass-rate on governed workflows — with the methodology pre-registered per account before we start, so ×2 → ×10 is a number, not a slogan. No measured lift, no case study.
Where does our data live?
No prompt retention by default; metering works on metadata and billing exports. A VPC deployment option is available, and your cost ledger is exportable — it's your data.
Won't falling model prices fix this on their own?
They haven't — prices fell ~98% and bills went ~6× », because volume drives the bill and token volume grows 24× by 2030 » Goldman Sachs. Governance is the only lever that compounds — and caps just punish your best users.
Founding beta — we run every deployment personally

Claim a founding seat. Week One pays for itself.

What a founding seat gets you
  • The Week-One Cost & Leverage X-Ray — measured from your own provider bill, per team, per workflow, per model. Yours to keep either way.
  • Both engines live inside 13 weeks — routing, caching and budgets enforced; the Output Amplifier coaching in the flow of work. Enforcement opt-in, per team.
  • The Day-90 bar in your contract: verified savings ≥ 3× the fee — or we publish that too. No savings, no fee.
  • Founding pricing locked + a direct line to the founders — you shape the roadmap.
Founding cohort · capacity-limited on purpose3 of 8 seats open

We onboard one company at a time — the people who built the gateway run your deployment. Seats are held 7 days pending the X-Ray scoping call.

Claim your seat · 3 clicks

1 Your annual AI spend
2 Who holds the seat?
3 Book the X-Ray scoping call

No credit card. No commitment until the SOW. The Week-One X-Ray of your bill is yours to keep either way — 30 minutes with a founder to scope it.

VibeSave · Founding Seat#SEAT-06
StatusHELD · 7 DAYS
Company
Annual AI spend
NextX-Ray scoping call — link by email
CLAIMED

The founders see this the moment it arrives. A confirmation lands in your inbox with the scoping-call link — your seat is held for 7 days.