Nestack Agent Care

Strategy AI agent · OKR & initiatives

OKR & Initiative Tracking AI Agent

Fasten each status claim to something a reviewer can open — a merged change, a signed contract, a launched service — date its last movement, and leave the colour to the named owner.

4–6 weeksTypical delivery
Your stackDeployment
Evidence-boundOwner-set
Agent CareAfter launch

What this agent does

Collects the evidence, never the status

In
01

A status is set, and the named owner who set it is recorded beside the claim it makes.

02

A milestone slips, and the original target stays on the record next to the new one.

Reason
03

An initiative goes quiet, and the weeks without movement are reported as plainly as the colour.

04

An objective rolls up green, and the worst initiative beneath it is shown beside the aggregate.

05

A merged change lands, and the claim it supports is bound to that artefact, not to a form entry.

Decide
06

A contract is countersigned, and the initiative resting on it carries the day that happened.

07

A service launches, and the objective above inherits evidence rather than an assertion.

Out
08

A high-confidence assertion arrives, and it still ranks under a shipped artefact with a low one.

09

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

Product statement

The agent gathers and dates evidence. A named owner sets the status — the agent grades nobody, and this is not a productivity or performance-management tool.

Example workflow

One initiative, evidence to status

AgentHuman
1Initiative signals receivedDelivery systems, contract stores, release logs or launch records
2Initiative context assembledThe objective above it, the owner named on it, the target it carries and the day it last moved
3Evidence pack draftedThe claim, the artefacts under it, the gaps and completeness
4Controls appliedMovement checks, evidence-binding checks, baseline checks and completeness confidence
No human action required

Stages 1 to 4 run unaided, and no status is set at any of them — the agent only gathers, and the owner enters at the completeness gate.

5DecisionSplits at the completeness gate
Evidence sufficient

Goes to the named owner to set the status.

Anything thin

Adds a portfolio analyst read first.

Portfolio review

The pack is held with its claim, its gaps and the artefacts behind them.

Set status · Append evidence · Send to portfolio review
Status set — by the named owner
6Initiative and objective records updatedOnly where write access and records policy allow it
7Outcome evaluatedEvidence coverage, movement dating, analyst corrections and what review found
Corrections

Each analyst correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Setting the status on any initiative.
Judging whether an objective was met.
Deciding that an initiative is blocked.
Rating, ranking or appraising a person.
Automation boundaryAgent acts unaided
Bind each status claim to an artefact that a reviewer could open.
Date the last movement on every initiative and show it.
Show the worst constituent beside every roll-up status.
Keep the original target on the record whenever a baseline is moved.
No status is set and no report leaves the agent except by a named person, on approval.
Deciding what an objective is worth.
Telling the board the portfolio is healthy.
Choosing which initiatives get funded.
Changes to targets, owners or the status record.

Example output

One status claim, annotated

This serves a strategy or transformation function reporting to an executive team; our performance reporting agent reports campaign delivery for a client, which is a different object entirely.

Evidence pack · single initiativeIllustrative example
Claim
Recorded as
Initiative
Evidence of record
Confidence
Held for
Platform migration, phase two
Evidence gathered, colour left to the owner
Delivery evidence
Merged change, 3 August 2026
Held unset
The named initiative owner
As receivedTaken from the release log and the contract store — nothing beyond those systems is claimed.
What the record holds Merged change Signed contract Launched service
Why no status is set hereWhether an initiative is green remains an owner judgement, not a model output.
ActionSet statusAppend evidenceSend to portfolio review
What the score decidesBelow the configured threshold a pack picks up an analyst 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 claimFrom the system that shows it
03Evidence

Where the evidence is used

This is not a productivity or performance-management tool: it reports on initiatives and the evidence beneath them, and it produces nothing at all about individuals.

01Approved path

A status is a claim

A claim wants something observable under it — a merged change, a signed contract, a launched service — rather than an assertion typed into a form.

02Human review

What was checked, and not found

No external standard defines what green means, so none is quoted here; the thresholds stay yours; and movement dates come only from the systems connected, so an initiative worked outside them will read as quiet.

04Build an evidence trail

The initiative, the evidence behind its status and the owner who set it stay together.

Integrations

Typical integrations

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

Delivery and engineeringIssue trackers · repositories
Merged changes and releases
Planning and objectivesObjective tree · baselines
Targets and re-baselining history
Commercial and legalContract store · CRM
Countersigned agreements

Agent

OKR and initiative evidence

Reads the initiatives
Gathers the evidence
Holds for the owner

Launch and operationsDeployment logs · service catalogue
Go-live and launch records
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

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

Agent controls

Six mills between the model and the owner

Six mills grinding in order, the last the closest set. What passes them all is drawn in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeNarrow the agent to evidence gathering when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and rollup rules, and log every change to the way a claim is bound to its artefact.Track
L4TraceabilityRecord each claim, the artefacts under it, the system it came from and every read of the pack.Record
L3Owner releaseHold the pack for the named owner; the hold governs release, not what colour an initiative carries.Gate
L2Rollup guardrailsTest each pack against the objective tree, the baseline history and the movement dates you configure.Restrict
L1Confidence thresholdsRoute a thin pack to a portfolio analyst read before the named owner sees it.Require review
Model coreEvidence assembled — the claim, its artefacts, the movement date and completeness
L1 – L2Test whether a claim may stand
L3Leaves the status to a named person
L4 – L5Keep the initiative and the evidence behind it
L6Reverts to raw status when signals degrade

How Nestack evaluates it

Evaluate the whole assembly — not only the evidence pack that comes out.

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

Surface — the pack an executive reads
Depth of coverage ▼
E1Final-output evaluationDid the pack record what the delivery systems actually show?
E2Step-level evaluationDid the agent read the right initiative, the right objective and the live baseline?
E3Tool evaluationDid it read and write the correct initiative record and the correct objective?
E4Confidence calibrationDo low-confidence packs actually attract more analyst corrections?
E5Slice evaluationHow does performance change across specific initiative types?
E6Business outcomeHow many packs needed a correction before the owner set a status?
Floor — the outcome the executive team answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, each placed at the stage where it first arises.

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

Stale initiative read

The initiative record is not the one the delivery team now works to.

Stage gathersThe goals, the claims, the evidence and the dates
02 · Reasoning2 modes
MJ-04

Status asserted, not shown

A colour is claimed with no artefact under it.

MJ-06

Rollup buries a blocker

An average hides the worst initiative beneath it.

Stage proposesThe claims, their artefacts and completeness
03 · Tool / write2 modes
MJ-02

Thin pack passed forward

A pack moves on without the analyst read.

MJ-05

Evidence bound to wrong initiative

An artefact is filed against the neighbouring workstream.

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

Green, evidence unrecorded

The record shows a colour but not the artefact under it.

Stage returnsThe pack an owner sets and an executive reads
05 · Change / Version1 mode
MJ-07

Silent baseline drift

A target moves and the record keeps only the newer one.

Stage tracksModel, prompt, rollup rules and claim fields
Sev-1 · a status set on no evidence Sev-2 · wrong artefact reaches the record Sev-3 · source degrades, pack held unset

Affected slices

Cross-team initiatives absorb the corrections

An objective-level evidence-coverage figure can read clean while cross-team initiatives carry most of the rework. Nestack reports the correction rate by initiative type, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Cross-team platform initiatives6.9%3.6× Review
Re-baselined initiatives4.9%2.6× Review
Partnership and contract initiatives3.0%1.6× Watch
Single-team delivery initiatives1.2%0.6× Normal
Bar: correction-rate lift vs. single-team initiative baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What an unevidenced green costs

The loop shuts when the green status without evidence is a regression case. That suite is what the next review pack is measured against.

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

Correction rate rises on cross-team initiatives.

02Diagnose

The initiative that stayed green for two quarters and shipped nothing is worked back through its claims until one cause remains.

03Improve

Any change goes out numbered, with the initiatives that caused it attached.

04Verify

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

05Learn

One case joins the suite, one line joins the status record.

Learn → DetectThe return edge. The next pack 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, evidence assembly, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Objective-tree discovery and status-boundary work.
02Delivery, contract and launch sources.
03Claim-to-artefact and last-movement-date mapping.
04Initiative evidence ingestion.
05Claim, artefact and owner binding.
06Completeness scoring and review routing.
07Owner status workflow.
08Delivery-system integration.
09Evidence and rollup cases.
10Guardrails and attestation controls.
11Initiative-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 objective, one year ProductionProduction review workflow AdvancedMultiple objectives / teams
Introduced at Pilot
Evidence gathering to your objectives
Named owner release
Tracked-initiative baseline
Introduced at Production
Reporting by objective
Owner status workflow in your systems
Approved write-back
Delivery-system integration
Introduced at Advanced
Multi-level objective trees
Cross-team evidence packs
Large initiative portfolios
Multi-level rollup controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, initiative 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 objective tree and the initiatives beneath it Objective mapping and initiative captureWeek 1
02Representative delivery, contract and launch records Artefact binding, claim logic and the evidence baselineWeek 2
03Your standing review cadence and the owners it names Objective mapping, artefact binding and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Delivery, contract and launch source assessment, then integration setupWeek 2
05Statuses you would not want challenged Rollup cases and failure-mode testingWeek 4
06What no status report may prove Completeness scoring, review routing, guardrails and release controlsWeek 3
07A named owner on every objective and initiative Release to the named 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

Widths track what each phase costs to do, so two of them necessarily share the fifth week here.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Review workflow discovery, objective mapping and the automation boundary W2Source integration and the tracked-initiative baseline W3Evidence gathering, rollup logic and release controls W4Evaluation suite, rollup cases and stale-initiative testing W5Delivery-system integration, pilot objectives and targeted corrections W6One planning year run under the transformation lead, then Agent Care handover
Reading the bandEach bar covers only the weeks its own work is named for. The fifth week carries two because the work does.
At the end of W6Once the status record validates, Agent Care assumes the agent.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Strategy AI agent

Build an initiative tracker around the green that shipped nothing.

An objective built from many initiatives goes green while one of them is stuck, and the average is what hides it. Show us your rollup and the worst thing beneath it. Every claim comes back dated, and no status is ours to set.

Nestack Agents · OKR & initiativesAGT-CS-11 · Agent Care available after launch