Model decision · March 18, 2026
Your Model Mix Is a P&L Decision, Not a Benchmark Decision.
Frontier, open-weight and hybrid choices shape the full cost, control and recovery model of the work—not just a token price.
The System of Record for AI
Every AI. Every agent. Every dollar of value — recorded, reportable, and defensible.
See what AI costs, how it is controlled, and what it returns.
Illustrative example
Net verified value
$3,100,000 +$1.24M verified this quarter
SR
Support Resolver$1,242,000
A
CR
Contract Reader$904,500
A
FC
Forecast Copilot$612,800
B
The visibility gap
AI spend is scaling. Proof is not.
Industry research consistently finds adoption far ahead of enterprise-level value capture.
- Have an AI strategy
- Know their total AI spend
- Can explain where and how it is spent
- Can tie spending to benefits and calculate ROI
3.5–5×
More likely to report established ROI
With clear accountability and strong cost visibility.
KPMG Global AI Pulse, Q2 2026
Sources: KPMG Global AI Pulse (2026); McKinsey State of AI (2025).
See why a system of record wins.
See the evidence behind every cost and benefit.
Recorded
Reportable
Defensible
Why now
“Building is easier than it has ever been. Generating real value is still hard.”
“If you discover yourself in partnership with the A.I. system, you are uniquely vulnerable to all of the failures of that A.I. system.”
Oabo is:
GL-backed Audit-grade evidence Re-derivable
See where AI value holds up — and where it doesn’t.
Oabo Insights turns operating questions into short, evidence-led decision stories.
Operating model · February 11, 2026
Stop Reviewing AI Use Cases. Review the Value Stream.
Once AI changes handoffs, approvals and exception work, a project list is too small a unit of management.
Agentic shift · December 17, 2025
A Chatbot Answers. An Agent Commits the Enterprise.
The difference is not intelligence. It is the point at which a system can alter work, spend, a customer record or an operating decision.
How it works
01
Point your agents at Oabo
Each agent enrolls itself when it sends one telemetry event with a stable fingerprint. Spend is recorded against that same identity.
02
Register every agent
Every agent and model gets one record: an owner, a purpose, and the cost it generated.
03
Measure the value
Connect each benefit to its source, method, and rate. No invented numbers.
04
Report with confidence
Share one number with the evidence behind it. Ready for finance, operators, leadership, auditors, and regulators.
Explore the method behind the numbers.
See how Oabo separates cash, capacity, claims, and evidence.
Use cases by role
Finance
See AI spend, evidence, and value in one place.
AI leaders
See every AI and agent, who owns it, what it costs, and what it returns.
Risk & compliance
Trace each claim to its source and review history.
Leadership
See what is working, what is not, and where to invest next.
Integrations
OpenAI
Anthropic
Azure
AWS
Snowflake
NetSuite
Workday
Stripe
And many more.
Why Oabo
FinOps
CloudZero · Vantage
Sees
Spend
Misses
What AI did, what it returned
GRC / inventory
OneTrust · Credo AI
Sees
Existence, risk
Misses
Cost, output, value
Observability
LangSmith · Arize
Sees
Execution, quality
Misses
Whether output was accepted — or paid off
ROI / value
Internal tools · decks
Sees
Self-reported ROI
Misses
Auditability — numbers the CFO can re-derive
What the board sees
- RecordedCounted & visible
- AttestedTeam-confirmed
- VerifiedLinked to finance evidence
- ApprovedReviewed for reporting
Illustrative example
Net verified AI value (annualized)
$3.10Mon $620K AI spend
Paid back in ~3 weeks on 90-day actuals.
Gross return
6.0×
Payback
~3 weeks
Audit trail
A−
System-counted
72%
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Sandbox
Explore Oabo with realistic sample data.
Self-serve
Use your own workspace free for 30 days. Contact us to continue after the trial.
Start the 30-day trialGuided onboarding
Get hands-on support with setup, evidence, and reporting. Contact us to find the right level of support.
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