Platform

Turn operational requirements into code that checks them.

Describe how your systems, processes, and changes should behave. Panaptico uses AI to draft executable verification code for you to review. It runs that code against your existing telemetry and records, and flags failures, missed steps, and degraded outcomes.

What’s true right nowUp to date

Every verification, worst first, re-run on its own schedule.

Verification

State

Health

30 days

A closed deal becomes an invoice within 15 minutes

Check

Deadline missed41

Critical systems have a passing restore test within their recovery target

Check

5 of 5 conditions met95

Month-end close jobs finish in order before 06:00

Trace

31 of 31 on time91

Every customer-facing certificate renews 30 days ahead

Sweep

64 of 64 clear100

Chrome security policy changes don't break browsing for employees

Delta

1 effect drifted74

Policy change: DownloadRestrictions set to block dangerous files · Tue 09:00 · 2,140 browsers

Week before → week after

Pages load without a policy block

99.4%→99.3%

Required extensions install

98.1%→98.0%

Downloads blocked, mostly Finance

0.4%→6.8%

Sign-in prompts per person, daily

1.1→1.2

Temporal activities complete without retries piling up

Check

Passed89

Endpoint vulnerability patches don't break devices or the network

Trace

1,204 of 1,210 clean92

How it works

Describe it once.
Keep checking it as operations change.

Connect the tools that hold your telemetry and records. Then turn a requirement into a verification you can review, publish, and run on a schedule.

  1. 1Describe

    Write the requirement

    Specify the condition, who or what it applies to, and any threshold or deadline. Start with a backup, offboarding process, or configuration change.

  2. 2Generate

    Turn the requirement into code

    AI identifies the records and fields the requirement depends on, then drafts the logic that will evaluate them.

  3. 3Review

    Inspect the logic and data sources

    Review what the code checks, which records it covers, and whether the evidence is available. Edit the definition before publishing.

  4. 4Run

    Evaluate it on your schedule

    Panaptico runs the published code against your existing telemetry and records, reporting failures, deviations, and missing evidence.

  5. 5Investigate

    See why a result changed

    Compare expected and observed values, follow the source records, and review the history to see when a problem first appeared.

    Learn more

Principles

Understand what each result means.

Every result has a definition, a scope, and source records. Those details stay available when you need to investigate.

Missing evidence is visible

Missing, stale, or unreadable evidence produces an unknown result. Previous passes stay in the history.

Evidence behind each result

Each verdict links to the resource, the observed value, when it was read, and the definition version that judged it.

Reads your existing systems

Verification code evaluates telemetry and records. It does not change the systems or execute the business processes it checks.

Requirements you define

You set the conditions, thresholds, and deadlines. Review the generated logic before publishing it.

Integrations

Works with the systems you already run.
Nothing gets replaced.

Identity

Okta
SailPoint
JumpCloud
•••

Cloud

AWS
Azure
Google Cloud
•••

Endpoints & Devices

Jamf
Kandji
NinjaOne
•••

Data Platforms

Snowflake
Databricks
ClickHouse
•••

Networking

Cisco
Cloudflare
Tailscale
•••

Identity, cloud, devices, networks, and data, plus the business systems that depend on them, like Oracle and Workday.

Start with one requirement.
See whether it holds every day.

Describe something your operations depend on. Panaptico drafts the verification code and checks it against the data in your connected tools.