Controls, not prompts

Better models made agents possible.Control systems make them scale.

Taiso is the Agent Control Platform — it enforces your policy, verifies every action against evidence, escalates uncertainty to a human, and records every verdict on a defensible ledger. Before anything ships.

Why 95% of AI pilots fail

Your AI pilot is
patched together.

MIT found 95% of enterprise AI pilots fail — not because the models are weak, but because the foundation is. Agent frameworks were built to run agents, not control them. Control was never in the design, so every guardrail, eval, and spot-check since is a patch on top — and nothing in that stack systematically checks every item before it counts. (MIT NANDA, 2025)

The 95%your patched-together AI pilot
Peoplesample-check the output — a fraction, after the fact
Evals & observabilityLangSmith, Arize — watch after the fact
Guardrailsfilter words in and out — not claims against evidence
Agent frameworkLangChain, CrewAI, Temporal — built to run agents, not control them
Modelsconfident, unverified

Every layer above is a patch on a foundation never built for control. Nothing stops a wrong item before it counts — so people re-check everything, and the ROI disappears.

The 5%Taiso ACP — controls built from the ground up
  • ✓Every claim verified against its sourceStructured Blocks
  • ✓Your procedure enforced, not suggestedSOPs
  • ✓Runs end to end — every step a controlAgents
  • ✓Can't confirm it? A person decidesReview queue
  • ✓Every relevant document, findableProjects & Files
  • ✓All items and corrections recordedLedger · Chat storage

Control can't be bolted on afterward. It has to be the foundation.

Built from the ground up — the Agent Control Platform

You can't scale AI you can't control.
Taiso is built from the ground up to control it.

The Taiso Agent Control Platform is the only platform built from the ground up as the control system: every step of your operation a control, every claim checked against its source, the few the machine can't confirm routed to a person, every item on a ledger your auditor accepts. Every item systematically checked, not a sample — for the review hours you spend today.

Todayyou audit a sample
reviewed by a personshipped unchecked — your liability

Everything you didn't look at, you still answer for.

With Taisoevery item, checked
checked against its source, shippedthe unconfirmed few → your reviewers
on the ledger — the record your auditor accepts

Same review hours. Every item systematically checked. The verification tax is gone: the machine checks everything, people see only what it couldn't confirm.

Start with Taiso Verify — one verified call, one base-URL change. Scale to the Taiso Agent Control Platform — your whole operation, verified.

See it run — one day of your operation

Watch every item get checked.
Not a sample.

A two-and-a-half-minute walkthrough of one hundred items moving through the Taiso Agent Control Platform — two voices, one step at a time.

STEP 1 OF 6Your operation today
NarratorOne hundred items arrive today.
Your operation · 100 items7 reviewed · 93 unchecked
Taiso verification gate — every claim checked against its source, before it counts
reviewed by a personshipped uncheckedchecked against sourcethe unconfirmed few
93items shipped today that nobody looked at
7items a person actually reviewed — a sample

Everything you didn't look at, you still answer for.

0of 100 checked against their source
confirmed0
the machine couldn't confirm0

No one re-checks by hand.

Item 66 of 100Master Services Agreement — penalty cap
The model wrote$50,000
The contract says"Late-delivery penalties shall not exceed $25,000 in aggregate over the term."
VerdictDISPUTED · held for a human
Confidently wrong — the kind of error a sample audit finds later, if ever.
Human review queue0
Your reviewers see these seven — not all one hundred. The same hours you spend on the sample today.
Evidence ledger0 / 100
confirmed0
decided by a person0
shipped unchecked0

The record your auditor accepts.

Patched together7 wrong items shipped — found later, if ever. Your reviewers re-checked the rest by hand.
Built from the ground up0 shipped unchecked · 7 decided by a person · 100 on the ledger. Same review hours.
Get Started with Taiso ACP →
←/→ step through · space plays · V mutes
Start here — Taiso Verify

Catch an error late and
you've paid for every token after it.

Taiso Verify checks every action before it runs. One config change puts an independent check in front of your agent: every response and tool call is verified before it executes — allowed, held for a human, or blocked. Guardrails filter words and evals watch after the fact; only a gate stops the action before it runs. Start in shadow mode — it blocks nothing and shows you what it would have caught, on your own traffic.

# your existing client — one line changes
- base_url = "https://api.openai.com/v1"
+ base_url = "https://api.taiso.ai/v1"
The mechanism

Five checks
on every call.

01
Intent
Does the action match the stated goal?
refund($4,900) vs. "answer billing questions" → mismatch
02
Evidence
Is the claim backed by the source, not invented?
"$50,000" vs. source "$25,000" → disputed
03
Policy
Is it within rules, permissions, and approvals?
refunds > $500 require approval → escalate
04
Risk
How costly is failure — does a human need to approve?
irreversible + high-value → deep audit tier
05
Audit
Is the decision recorded, replayable, defensible?
every verdict → append-only ledger event

Five checks, one verdict — ALLOW — before the action runs and before the next step spends anything.

The economics of catching it early

Catch it at step one,
not forty steps of tokens later.

$0.017 catches it at step one. The other side of the ledger is every run you'd have burned — and shadow mode computes that number for you, on your own traffic.

$0.017
Taiso, at step one — per action, measured
$0.046–$0.23
checking it yourself with a frontier model
~21%
needed a second look, on our test set

Measured on our own extraction workloads — not list price. Shadow mode shows your rate by day 3.

A gate, not a guardrail

Before it runs.
Not after.

V
Every call gets a verdict.
Guardrails filter words and evals watch after the fact — only a gate stops the action before it runs. Every output independently verified, every tool call gated, every event on a durable trail — re-derived, not self-reported.
P
Every verdict carries its proof.
Evidence, citations, and a replayable trace ride with each answer. We don't promise perfection; we promise every miss lands on the ledger.
Talk to us

Stop hoping.
Start proving.

Swap the base URL and run Taiso Verify in shadow mode — it blocks nothing, and by day 3 you see what it would have caught and what those runs cost you. Ready for the whole operation? Run one closed workflow on the Taiso Agent Control Platform — by day 14, your first ledger and the list of what your sample audit missed.