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The operating model, compared
Connect access, action and the evidence of the result.
Seraph does what an autonomous RMM does, and holds to everything privileged access demands — and then produces the thing neither model was built to make: the changed machine's own confirmation, under privilege that has already expired, sealed into a record you can forward. Two strong categories are converging on that gap from opposite sides. As of today nobody else has closed it, which is the whole reason this company exists.
The seam
Both camps are travelling here. Neither has arrived.
This is the shape of the market in 2026. Each model is strong inside its own region, and we build on both. The overlap is not a feature either of them almost has — it is a different object, and assembling it is the work this company does.
Certified-runbook-first autonomous operations
We run the autonomous engine. We also finish the job it starts.
Autonomous execution is available first for certified runbooks and supported targets; breadth is still growing.
Smart intake, action taken on the device, tickets that close without a technician touching them — Seraph does all of it, across an enrolled estate, at fan-out scale. That capability is settled and we are not arguing with anyone about it. What is not settled is what exists when the run finishes. The ordinary answer is a log the automation wrote about its own work. Ours is the target machine's independent answer, produced under privilege that has already expired, in a record nobody can edit afterwards.
The autonomous baseline — certified runbooks first
- Reach. Enrolled agents across the estate, with patch posture and governed remediation on supported targets.
- Speed to value. A guided client setup, with supported intake and evidence paths joined up.
- Action without a technician. Intake, plan, execute, close. The ticket resolves while nobody is watching it.
- Scale. Fan-out across thousands of endpoints, bounded by tenant policy rather than by who is on shift.
Four things a self-written log cannot do
- Bound the privilege. An automation running on the management agent's standing system rights has no lease to scope, expire or show anyone. Ours is issued per operation and revoked on a clock.
- Ask the machine. “Resolution verified,” written by the tool that did the work, is an assertion. We make the changed machine answer an independent check, and put its answer in the record.
- Own the undo. A script may happen to have a rollback. Declared before the run and sealed into the same object, it almost never is. Here it is a precondition of execution.
- Survive an edit. An audit log an administrator can amend is not evidence anyone underwrites. Editing one of our records breaks every record after it.
Privileged access, extended to agents
Zero standing privilege for your people. The same discipline for the agents doing the work.
Vaulting, just-in-time elevation, approval, session control, rotation — we hold to all of it, and the doctrine behind it is correct. What that doctrine was designed around is a human at a keyboard. Increasingly, the work is not being done by a human at a keyboard. Seraph applies the same discipline to an autonomous agent — leased, scoped, expiring, recorded — and then carries it somewhere access control was never built to go: through the execution itself, to what the machine says actually changed.
The discipline we hold to
- No standing rights. Elevation is granted for one operation on one target, and revoked on a clock rather than on somebody remembering.
- Credentials stay vaulted. Checkout, rotation and break-glass, isolated per tenant — and the model is handed a reference, never a value.
- Agents are identities. An autonomous actor is governed exactly the way an administrator is: same approval, same scope, same expiry.
- Sessions are controlled. What opened, who authorized it and what was reached is recorded as a matter of course — for a person or an agent.
Four questions access control was never built to answer
- Did the work succeed? An access record ends where the work begins. It proves the door opened; it cannot say what happened in the room. Ours carries the machine's own answer.
- Where does the work happen? Governance without an execution plane means the run lives in another product, and so does its evidence. Here they are the same object.
- Which trail do I send? Access in one system and work in another leaves two records and nobody downstream able to join them. One reference number resolves both here.
- Why is the control being skipped? A second portal and an approval wait, every time, is the friction that gets a control quietly bypassed. Ours opens on the operation you already authorized.
The same operation, three models
Follow one ticket across all three, and watch where the evidence runs out.
This is the picture we would want a buyer to hold in their head during any AI-operations demo, ours included. The stages across the top are the same operation. The only difference is how far each model's record goes before it stops being able to tell you anything.
The three camps
What each one sells, and where it stops.
| Approach | What it delivers | Where it stops |
|---|---|---|
| Autonomous RMM the fleet-management model |
Autonomous action on standing agent privilege. “The AI fixed it.” | Verification is a marketing sentence. The evidence is a log line written by the thing you are being asked to trust. |
| Privileged access the access-control model |
Governance of the actor. “The AI was authorized.” | Whether the work happened, succeeded, or can be undone is out of scope — and obtaining the access costs a detour every time. |
| Seraph the operation model |
The operation is the product. Leased privilege, model-blind execution, target-verified completion, declared rollback. | It does not stop before the record. Privilege, execution, verification, rollback and evidence are one object, one ID, one receipt. |
Question by question
Ask these of us in the same breath as you ask them of anyone else. The point of publishing them is that we do not get a softer version.
| The question worth asking | Autonomous RMM | PAM & AI governance | Seraph |
|---|---|---|---|
| Does the AI hold privilege when no ticket is open? | Yes — the agent's standing rights | No, and that is their doctrine | No — leased per operation, auto-revoked |
| Can the model retrieve a credential value? | Usually not addressed | Controlled — their core strength | Never delivered to the model at all |
| Is privilege scoped to one target as well as one task? | No — the agent reaches the estate | Scoped to the account or session | Scoped to this operation and this target |
| Who asserts the work succeeded? | The tool that did it | Out of scope | The changed machine, answering a fresh check |
| Was the rollback written down before execution? | Not part of the model | Out of scope | Declared before the operation starts |
| Is the human's authorization in the same record as the work? | Different system, different trail | In the access record, not the work record | One record, one ID, one chain |
| Can that record be edited afterwards? | Usually, by an administrator | Usually, by an administrator | Not without every later record disagreeing |
| Can a technician take over mid-operation under their own privilege? | Not as one object | Out of scope | Fresh lease, same operation, same receipt |
| Can you hand the output to a client, an insurer, or an auditor? | With a covering explanation | For access only | It is built to be forwarded |
Read this as a difference in what each artifact is for, not a scoreboard. Every row where a competitor scores badly is a row that was never their job. We have picked the questions that favour our architecture — so take them to the spec, where the same six tests are written to be applied to us as hard as to anyone else, and where a dodge is described so you can recognise ours too.
Being honest about the seam
The gap we sit in is not permanent, and we would rather say so.
Two things could close it. The execution camp could add genuinely operation-bound privilege. The governance camp could add an execution plane with an independent verifier. Both are large pieces of engineering rather than roadmap lines, but neither is impossible, and there is a third path where a vendor with all the parts finally joins them into one object.
We think that is the correct way to evaluate this market, so we will not build a comparison page that pretends otherwise. What we will say is that the seam is where we started, not where we arrived — the operation object, the leased privilege, the blind executor, the target-side verifier and the chained receipt were the first things built here, not features added to something else.
- Judge the architecture, not the adjectives. Every claim in the tables above has a yes/no test behind it.
- Ask all three vendors the same six questions in the same meeting, and write the answers down.
- Ask to see a failure. Anyone can show a green run. A failed operation still has an outcome record →
Same questions, same meeting
Put us in the bake-off, and make us go last.
Fifteen minutes: inspect one supported operation, open its correlated record, and review the recovery options it declares. Bring the answers the other vendors gave you.