Sentry AI · Agent Management PlatformThe control tower for every agent your business runs.
Sentry's Agent Management Platform is the operations, control and governance layer that sits on top of all of them, whether you built them, bought them, or didn't know they existed.
Give us one day and see them all together.
Nobody can tell you how many agents the business is running
The agents arrived one at a time. A ChatGPT rollout in marketing, a Copilot licence for the whole company, an Agentforce agent that came free with the CRM, a model somebody self-hosted and forgot. Each one lives in its own console, bills on its own invoice, and answers to nobody in particular.
So the questions a board asks cannot be answered. What are we spending on AI, in total, by agent? Which agents can touch customer data? What did that agent actually do last Tuesday? Who approved it? The answer today is a shrug and five browser tabs.
You cannot govern what you have not registered, and you cannot optimise what you have not measured.
A control plane, not another agent
The industry has now named the category that fixes agent sprawl: the Agent Management Platform. Most entrants are platform control towers, deepest inside their own estate. Sentry's is the neutral version. It does not build, host or replace anything, and your team never leaves the harness their agents already live in.
See every agent. Approve what matters. Cut what it costs.
Register
Every agent in the business gets an entry: what it is, who owns it, what it may touch, and which tier it connects on. Including the agents you bought rather than built, which is where most estates go dark.
Monitor
Every AI conversation tracked, from input and output tokens to which tools were called and how long each step took, measured on one set of axes across every vendor.
Govern
Consequential actions held in a human approval queue before they run, boundaries enforced at the tool call, an audit trail of who did what, and one control to pause any agent.
Optimise
Context re-orchestration, API tuning, knowledge base restructuring, token tracking and semantic model routing, so the same work runs at a fraction of the spend.
Optimisation runs on data, not opinion
Nobody else can tell you what a single agent costs you across vendors, because the numbers live in four different bills. The platform computes it from the tokens it sees, so cost and quality regressions surface the moment they appear, and every recommendation is backed by the platform's own evidence.
Semantic model routing
Each request sent to the model that handles it best: cheap for simple turns, frontier for hard reasoning. Usually the single largest line-item saving.
Context re-orchestration
Retrieval and prompts restructured so each call carries only what it needs, not the whole history.
API orchestration tuning
Tool calls parallelised, often taking a workflow from twenty seconds to two.
Knowledge base restructuring
Layout, chunking and embeddings fixed so retrieval answers in one hop instead of five.
Conversation-level token tracking
Tokens, tool calls and latency recorded on every interaction, so a cost regression is visible the day it appears.
Everyone else can only see their own corner
The category is crowded and the products are real. They are also, structurally, unable to see the whole picture: a gateway cannot see an agent embedded in a SaaS product, and a SaaS vendor cannot see its competitors. Only a neutral integrator can, which is the entire reason this platform is not another agent.
Some platforms manage the agents they sell you. Sentry manages the agents you already have. A control plane is only useful if it is neutral.
No agent acts alone. Every action that changes the business waits for a human. Every agent can be stopped instantly.
Your agents do the work. Sentry stands watch.
Observability tools
Langfuse, LangSmith, Arize, Datadog
Built for the engineers who build agents, not the operator who runs the business. They cannot see an agent nobody instrumented, and human approval of an agent's actions is absent from effectively all of them.
Gateways
Portkey, Kong, LiteLLM, TrueFoundry
They govern the wire, not the worker. Visibility is strictly traffic-shaped, so an agent embedded inside a SaaS product you cannot repoint is invisible to them.
Platform control towers
Microsoft Agent 365, ServiceNow, Salesforce, Boomi
Real products, and deepest inside their own estate. They are admin tooling sold to enterprises with a platform team on staff, and they are least useful precisely where your agents are not theirs.
The 4Ds of deployment
One day to see it. One week to govern it.
The deployment is a journey with four stations, and the last one is the reason the other three are safe to start.
Discover
Shape the ambition. Every agent in the business goes on the register, built and bought alike. The list is usually two to three times longer than anyone guessed.
Design
Each agent is classified into its integration tier, so you know exactly what is seen, governed and enforced, and where each black box's honest ceiling sits.
Deliver
You drive the wizard, we guide. Agents connect and self-register, the dashboard is live the same day, and the first approval gate arms on your riskiest action.
04 · The load-bearing D
De-risk
The pilot is free and we carry the delivery risk. Nothing is installed, no agent is re-routed unless you choose the gateway path, and the keys are issued by you and revocable by you. End at any time and keep the inventory we built. Value, trust and performance with every agent in use, before you spend a dollar.
Delivered as a managed service
Every other product in this category assumes an in-house platform team to run it. That is the assumption that fails in a business of two hundred people, and it is why so much of this software becomes shelfware.
We run the operation with you: live in weeks rather than quarters, at a fraction of the cost of the enterprise suites, with a named Sentry team who monitor the estate, curate the optimisations and meet you on a weekly cadence. The enterprise vendors sell you a console and leave your team to staff it.
What week one looks like
- 01Day 1 · RegisterEvery agent the business runs goes on the register. The list is typically two to three times longer than anyone guessed, and that surprise is the first deliverable.
- 02Day 2 · ClassifyEach agent placed in its integration tier, so you know exactly what can be seen and governed, and what the honest ceiling is for each black box.
- 03Days 3·4 · ConnectAgents wired in on their tier. Outbound HTTPS only, nothing installed, nothing rebuilt. Telemetry starts flowing the same day.
- 04Day 4 · GovernOne approval gate live on your riskiest action, with the audit trail recording who approved what from the first click.
- 05Day 5 · BaselineCost per conversation on your top workflows, with the platform's own numbers behind it. On the first live estate, AWS AgentCore reported $0.00 and Sentry computed the true figure from the tokens it watched go past.
Connection pre-flight
For your IT and security team
The first question a security team asks is what we touch. The answer is deliberately boring, and you are welcome to forward this section to them verbatim.
Outbound only
Agents report over outbound HTTPS to a single collector endpoint. No inbound connections, no open ports, no VPN, one domain for your firewall allowlist.
Nothing installed
No software lands on your infrastructure. Agents connect on their integration tier: your own agents route through the gateway, cloud runtimes stream their native telemetry, closed platforms are polled through the vendor's own admin APIs.
Read-only by default
Vendor API credentials are read-scoped. The only write path is the one you choose to arm: the approval gate, which holds an agent's action until a person allows it.
Your boundary, your region
The platform runs in your tenant, in your region, or as managed SaaS, your choice. Data and telemetry stay inside your boundary either way, which matters in New Zealand and Australia and we know it.
The full picture, connection paths and all, is on the architecture diagram and in the AIOS whitepaper, and our wider security posture lives in the Trust Centre.
Dry run for your security team
Before committing to the day, we walk the exact connection path with your IT team on a 30-minute call, in the same wizard your team will use. They see it end to end before anything connects.
Frequently asked questions
What is an Agent Management Platform?
One console to monitor, manage and optimise every AI agent a business runs, whichever harness it lives in. Gartner formalised the category in 2026. Sentry's is the neutral version: it registers each agent where it already runs, including the agents you bought, not just the ones you built.
Do we have to rebuild our agents to connect them?
No. Agents connect across four integration tiers, from inline gateway routing for the agents you build, to native telemetry from cloud runtimes, to admin APIs for closed platforms, to plain registration for true black boxes. Nothing in the estate is left ungoverned, and nothing gets rebuilt to make that true.
How are risky agent actions controlled?
Nothing an agent does that changes the business, a payment, an outbound email, a record update, happens without a human approving it first. Sensitive actions are held in an approval queue, boundaries are enforced at the tool call, and an audit trail records who did what.
How does the platform reduce AI cost?
It tracks every conversation from tokens to tool calls, then applies levers like semantic model routing, sending each request to the model that handles it best for the lowest cost. Because every agent is measured the same way in one place, the saving is evidenced rather than asserted.
Is it software we have to staff ourselves?
No. It is delivered as a managed service: live in weeks rather than quarters, with a named Sentry team who monitor the estate, curate the optimisations and meet you on a weekly cadence.
What does the platform need network access to?
Outbound HTTPS from your agent environments to a single collector endpoint, and that is all. No inbound connections, no open ports, no VPN. Your firewall team allowlists one domain.
Does anything get installed on our infrastructure?
No. Agents connect on their integration tier: your own agents route through the gateway, cloud runtimes stream telemetry they already emit, and closed platforms are polled through the vendor's own admin APIs with read-scoped credentials. Nothing lands on your servers.
Where does our telemetry data live?
In your tenant, in your region, or as managed SaaS, your choice at deployment. Either way your data and telemetry stay inside your boundary, which is exactly the answer New Zealand and Australian security teams need to hear.