Nestack Agent Care
Industries / Operations / SOP documentation agent

Operations AI agent · SOP documentation

SOP & Process Documentation AI Agent

Separate approval from effectivity, show what changed between two revisions in the steps, not the formatting, and mark who is still on the one before — approval stays with a named process owner.

4–6 weeksTypical delivery
Your stackDeployment
EffectivityOwner approval
Agent CareAfter launch

What this agent does

Drafts and versions, never approves

In
01

A procedure is written from the way the work is actually run, and each step keeps the source it came from.

02

A revision is drafted, and what moved in the steps is shown apart from what moved in the formatting.

Reason
03

A step changes, and the older wording and the newer one are held side by side rather than overwritten.

04

A revision is approved, and the day it takes effect is carried as its own date, not the day of approval.

05

A procedure reaches one site before another, and each site is marked with the revision it is running.

Decide
06

A person is trained, and the acknowledgement is tied to the revision number that person was shown.

07

A superseded copy is still on a wall or in a drawer, and it is listed for withdrawal by place.

Out
08

A procedure describes a system that has since been replaced, and that is raised as a finding.

09

Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

Drafting, diffing, versioning and chasing belong to the agent. Approval belongs to a named process owner, who decides that a step is safe and correct.

Example workflow

One procedure, draft to effective

AgentHuman
1Change request receivedA process owner request, a review finding, a line change or a procedure falling due
2Current text assembledThe revision now in force, the steps as they are run, the records the procedure touches and the sites it covers
3Revision draftedThe redrafted steps, the diff against the live revision, the training impact and confidence
4Controls appliedStep-level diff checks, numbering and format rules, training-impact checks and drafting confidence
No human action required

Stages 1 to 4 run unaided, and nothing takes effect at any of them — the agent is drafting, and the owner lane opens at the approval gate.

5DecisionSplits at the approval gate
Steps unchanged

Goes to the named process owner to approve.

Anything that moves a step

Adds a subject-matter read first.

Owner approval

The revision is held with its diff, its training impact and the sites it would reach.

Approve · Amend · Send to subject-matter review
Approved — by the named process owner
6Document and training records updatedOnly where write access and records policy allow it
7Outcome evaluatedEffective dates met, acknowledgements returned, owner amendments and what review found
Amendments

Each owner amendment is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Approving a procedure for use.
Setting the day a revision takes effect.
Deciding that a step is safe and correct.
Signing off training for a role.
Automation boundaryAgent acts unaided
Draft the procedure from how the work is run.
Flag a revision approved but never made effective.
Show what changed in the steps, not in the numbering or layout.
Track which revision each site is running, and who acknowledged it.
Nothing takes effect except by a named process owner, inside the agreed boundaries.
Judging whether a procedure is still fit.
Telling a reviewer a procedure was followed.
Retiring a procedure that is still in use.
Changes to numbering, approval or training rules.

Example output

One revision, annotated

This serves an operations team who may be asked years later which revision a person was working to; below is one revision exactly as the agent leaves it.

Procedure output · single revisionIllustrative example
Procedure
Recorded as
Revision
Effective from
Confidence
Held for
Line changeover, packing station
Two steps changed, wording only elsewhere
Revision five, drafted
Not yet set
Held unapproved
The named process owner
As receivedBuilt from the revision in force and the way the step is run today, and it asserts nothing past them.
What the record holds Revision in force Step-level diff Training list
Why no approval hereDeciding a step is safe is a judgement the process owner makes.
ActionApproveAmendSend to subject-matter review
What the score decidesBelow the threshold a revision picks up a subject-matter read before the owner sees it.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Every procedureFrom the store it is kept in
03Sources

Where the source is used

The agent does not vouch for a step, only for what the revision in force says, what a draft would change and who has acknowledged which version.

01Approved path

A procedure people actually run

The sheet at the bench, the intranet page and the file in the shared drive can each be called current and still disagree, with nobody having lied.

02Human review

What was checked, and not found

No statute governs the standard operating procedures of an ordinary company, and none was found for this one, so what binds here is the authoring and approval rules the company wrote for itself and applies.

04Build an evidence trail

The procedure, the version people were trained on and the author who issued it stay together.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Document managementSharePoint · Confluence
Controlled document libraries
Training recordsLMS · training registers
Acknowledgements by revision
Delivery to the floorLine tablets · intranet
Printed and posted copies

Agent

SOP drafting and versioning

Reads the live revision
Drafts the change
Holds for the owner

Change and review recordsChange requests · findings
Improvement and review actions
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six sieves between the model and the floor

Six sieves in a line, the last the finest. What comes through is drawn in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeFall back to serving the last approved revision when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and authoring rules, and note the version each draft was produced under.Track
L4TraceabilityRecord each draft, the revision it changed, the diff it produced and every acknowledgement returned.Record
L3Owner approvalHold the revision for a named process owner; the hold governs issue, not whether the step is right.Gate
L2Authoring guardrailsTest each draft against the numbering, format and approval rules configured, and return one that fails.Restrict
L1Confidence thresholdsRoute a draft that moves a step to a subject-matter read before the owner sees it.Require review
Model coreRevision drafted — the diff, the training impact, the sites affected and confidence
L1 – L2Test whether a revision may stand
L3Leaves the approval to a named process owner
L4 – L5Keep the procedure and the training behind it
L6Serves the last approved version when signals degrade

How Nestack evaluates it

Evaluate the whole drafting cycle — not only the procedure that comes out.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the procedure read at the bench
Depth of coverage ▼
E1Final-output evaluationDid the draft describe the step the way it is actually run?
E2Step-level evaluationDid the agent read the revision in force, the right site and the current rules?
E3Tool evaluationDid it read and write the correct procedure and the correct revision?
E4Confidence calibrationDo low-confidence drafts actually attract more owner amendments?
E5Slice evaluationHow does performance change across specific procedure groups?
E6Business outcomeHow many drafts needed an amendment before the owner approved?
Floor — the step somebody performs

Failure modes

Where each failure originates in the agent

Seven failure modes, each placed at the stage it first shows up.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
MO-03

Superseded copy read

The copy read is not the revision now in force.

Stage gathersThe revision, the steps, the sites and the roles
02 · Reasoning2 modes
MO-04

Step written for a dead system

The procedure names a system since replaced.

MO-06

Ambiguous step wording

One step reads three ways away from its author.

Stage proposesThe diff, the training impact and the confidence
03 · Tool / write2 modes
MO-02

Step change passed forward

A changed step moves on without the subject read.

MO-05

Draft filed to wrong procedure

The revision is attached to another procedure.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
MO-01

Approved, never made effective

The revision is approved and never reaches the floor.

Stage returnsThe procedure a person works to at the bench
05 · Change / Version1 mode
MO-07

Translation drift

A translated copy drifts from the source revision.

Stage tracksModel, prompt, authoring rules and effective dates
Sev-1 · a step changes with no approval Sev-2 · a superseded copy stays in use Sev-3 · source degrades, draft held back

Affected slices

One site can be a revision behind

A site-level effectivity figure can read clean while most of the superseded copies sit in a few kinds of procedure. Nestack reports the stale-revision rate by procedure group, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Multi-site procedures8.5%3.7× Review
Recently replaced systems6.1%2.7× Review
Translated procedures3.8%1.7× Watch
Stable back-office procedures2.0%0.9× Normal
Bar: stale-revision-rate lift vs. back-office baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What a superseded sheet costs

A cycle ends when the procedure trained on a dead version is a standing case. That suite is what the next issue published is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Stale-revision rate rises across multi-site procedures.

02Diagnose

The laminated sheet at the bench that was superseded two revisions ago is worked backwards until one cause is left standing.

03Improve

Every change ships numbered, and the procedures behind it ride along.

04Verify

One procedure case still failing is enough to hold the release back.

05Learn

It is kept for good, and the authoring rules are amended in the same commit.

Learn → DetectThe return edge. The next issue is measured against a suite one case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, drafting workflow, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Procedure-inventory and automation-boundary work.
02Document and training-record sources.
03Procedure-to-owner and training-record mapping.
04Procedure and revision ingestion.
05Diff, effectivity and training binding.
06Confidence scoring and review routing.
07Owner approval workflow.
08Document-system integration.
09Procedure and effectivity cases.
10Guardrails and approval controls.
11Procedure-trail instrumentation.
12Deployment, documentation and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tier PilotOne site, one procedure set ProductionProduction document workflow AdvancedMultiple sites / languages
Introduced at Pilot
Drafting to your procedure format
Named owner approval
Procedure-inventory baseline
Introduced at Production
Reporting by procedure owner
Owner review workflow in your systems
Approved write-back
Document-management integration
Introduced at Advanced
Multi-language procedure sets
Multi-stage approval chains
Large procedure libraries
Multi-site effectivity controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, procedure volume, approval controls and deployment requirements.
Separate from buildBuild pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

You bringWe build with it
01Your live procedures and the owner each one answers to Procedure capture and revision versioningWeek 1
02Representative procedures and their training records Source binding, diff logic and the drafting baselineWeek 2
03Your approval route and the roles it names Procedure mapping, owner binding and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Document and training-system assessment, then integration setupWeek 2
05Procedures you would not want audited Effectivity cases and failure-mode testingWeek 4
06What no procedure record may establish Confidence scoring, review routing, guardrails and approval controlsWeek 3
07A named process owner who approves the revision Release to the process owner, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

The bands below are measured, not spaced for looks; week five carries two phases because it does.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Procedure discovery, owner mapping and the automation boundary W2Document and training integration and the procedure baseline W3Drafting, diff logic and effectivity controls W4Evaluation suite, effectivity cases and failure-mode testing W5Document-system integration, pilot procedures and targeted corrections W6One revision cycle run under the process owner, then Agent Care handover
Reading the bandA band sits on the weeks its own work is named for and nowhere else; week five genuinely carries two.
At the end of W6When the procedure record validates, Agent Care takes the agent on.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Operations AI agent

Build an SOP agent around the revision your floor is actually running.

Show us one procedure that lives in more than one place and the day each copy was last revised. If the sheet at the bench is not what the document store calls current, then the floor is running a revision nobody approved. No statute governs this; the rules you wrote do.

Nestack Agents · SOP documentationAGT-OP-01 · Agent Care available after launch