Ivy ROI

Your model bill doubled. Your evidence didn't.

Every agent was funded on a sentence its owner typed once. We meter what it really costs, then run a cheaper model on the same traffic.

34.5× cheaper for the same score, on one of our own agents. Twelve samples, so call that confidence low.
Invoice Triage Finance Ops Support Drafts Support Log Reviewer IT Security Recruiting Screener People Migration Bot Data Platform Ivy ROI reads the work Kill key revoked at the gateway Keep back on the desk next month Optimize cheaper model, same work Expand hand it more of the job
Ivy ROI reads the work
{{ hero.b0.label }} {{ hero.b0.note }}
{{ hero.b1.label }} {{ hero.b1.note }}
{{ hero.b2.label }} {{ hero.b2.note }}
{{ hero.b3.label }} {{ hero.b3.note }}
{{ hero.handle }}
{{ hero.verdict }}

Hover or tap an agent to read it. Or wait; we get to all five.

Every budget gets renewed. No agent ever does.

Waste and wins look identical on an invoice, so finance caps everyone.

A BUDGET
AN AGENT
DECIDED
Every quarter
Once
REOPENED BY
Finance
Nobody
IF IT UNDERPERFORMS
Cut
Keeps running

Seven agents on the invoice. Three of them can say what for.

Every key, who holds it, and a number the owner cannot rewrite.

AI SPEND
{{ stat.spend }}
seven agents, this month
ON CLAIM
{{ stat.onClaim }}
holding what they promised
UNVERIFIED
{{ stat.unverified }}
no claim, or traffic too thin
FLAGGED
{{ stat.flagged }}
{{ stat.waiting }} waiting on a call
AGENT
TEAM
MODEL
SPEND
STATUS
Contract Redliner
Legal
Optimized
$4,120
On claim
Invoice Triage
Finance Ops
Frontier
$9,480
Flagged
Support Draft Assistant
Support
Optimized
$2,340
On claim
Security Log Reviewer
IT Security
Frontier
$7,900
Flagged
Sales Call Summarizer
Revenue
Economy
$760
Unverified
Recruiting Screener
People
Optimized
$1,180
Unverified
Data Migration Bot
Data Platform
Economy
$410
On claim

Shadow AI stops being shadow the moment a key is the only way to reach a model.

Open the product →

There is a hole between your agents and the bill, and it gets more expensive every month.

One key, one gateway. Watch what changes.

YOUR AGENTS
Invoice Triage
Support Drafts
Log Reviewer
and eleven more
Nothing here. The calls just leave.
Ivy ROI
reads every call
{{ sr.name }}
{{ sr.pill }}

{{ slot.caption }}

Frontier rates for Economy work.

Pick a task. Drag the volume to yours.

THE TASK
RUNS A MONTH
{{ leak.runsLabel }}

{{ leak.announce }}

WHAT YOU PAY TODAY
{{ leak.youCost }}
{{ leak.youLine }}
WHAT THE WORK NEEDS
{{ leak.needCost }}
{{ leak.needLine }}
Blue is the work. The rest is a tier nobody chose on purpose.
{{ leak.saving }} sitting in the gap

{{ leak.why }}

Sample rates. Yours land in the first week.

The owner names a number. We price it and go asking.

Ivy ROI · {{ read.name }}
{{ read.name }}
{{ read.who }}
{{ read.status }}
{{ read.verdict }}
WHAT THE OWNER CLAIMED
{{ read.claim }}
{{ read.claimNote }}
WHAT IT SPENT
{{ read.spend }}
{{ read.spendNote }}
WHAT THE EVIDENCE SAYS
{{ read.actual }}
{{ read.delta }}
Tick is the claim Fill is our read
{{ rf.title }}
{{ rf.mark }}
{{ rf.body }}
CONFIDENCE IN THIS READ
{{ read.grade }}
{{ read.gradeNote }}
Where we stop
One round trip: the question out, the answer back, the price. What happens next is out of our sight, so Marco's eight minutes stays claimed until the people using it say otherwise.

Every flag ends in one of four decisions.

Kill and Optimize take effect at the gateway, not in an email.

Invoice Triage
Marco Reyes · Finance Ops · {{ call.tier }} tier
{{ call.status }}
SPEND
$9,480
CLAIM
$28,000
OUR READ
$5,040
CONFIDENCE
B
MARCO ANSWERED ON TUESDAY · SAMPLE
The ERP overlap is real and I knew about it. I built this for the 18% the ERP cannot code, then never split the traffic, so it runs on everything.

{{ call.announce }}

Kill and Optimize happen at the gateway. Keep and Expand go on the record against the claim.
{{ call.verb }} on Tuesday
{{ call.line }}
{{ call.saved }} {{ call.savedNote }}

We read the call. We don't keep it.

Grading happens in flight. Watch what survives it.

ONE ROUND TRIP, READ IN MEMORY
Kept
The prompt, dropped at the gateway.
The attachment, gone the same way.
The completion, dropped too.
Kept
Kept
Want it tighter?
Run it in your own VPC. Nothing crosses your boundary.
Cost routing ships switched off.
We move nothing until you hand us the wheel.
MCKINSEY GLOBAL SURVEY, AUGUST 2026

Everyone feels it. Almost nobody can show it.

80%
say AI improved their own productivity
37%
attribute any EBIT impact to it. Flat on last year.
6%
attribute five per cent or more. Also flat.
1 in 5
say token costs already constrain what they run

Survey respondents, not audited accounts. We cite the research; McKinsey has nothing to do with us.

Read the survey →
“We reduced our AI spend by 40% in two weeks and redeployed that to other AI projects.”
Naveen Nand Walletcard
“We were about to cap everyone, because we couldn’t tell waste from wins on an invoice.”
Daniel Naismith PhishPlease

Every agent earns its place, or it doesn't.

Put one agent behind the gateway. A week later you have a cost per run, and an agreement rate against a cheaper model.

Book a walkthrough