Nestack Agent Care

Procurement AI agent · Intake

Intake and Orchestration AI Agent

Shape the buying request whatever form it arrives in, ask only the questions this one needs, route it to the reviews it actually requires, and leave every approval to a named procurement lead.

4–6 weeksTypical delivery
Your stackDeployment
Questions firstNamed lead
Agent CareAfter launch

What this agent does

Routes the request, never approves it

In
01

A request arrives as an email, a form, a ticket or a corridor conversation, and it is taken in as it stands.

02

A request is read for what it is actually asking, before anyone decides which reviews apply.

Reason
03

A request is asked one question at a time, each one chosen because of the answer before it.

04

A request needing legal, security and data-protection reads has them opened together, not in turn.

05

A route is drawn where one review truly blocks another, and the dependency is stated rather than assumed.

Decide
06

A request that is really several requests is split, and each part goes to the people it needs.

07

A request that duplicates one already in flight for another team is joined to it, not started again.

Out
08

A request stalls, and the review it waits on and the person who owns that review are both named.

09

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

Product statement

Intake, shaping and routing belong to the agent. Approval belongs to a named procurement lead, who clears the request and owns the decision from there.

Example workflow

One request, arrival to clearance

AgentHuman
1Request receivedAn email, an intake form, a ticket, a chat message or a line on a spreadsheet
2Request read and shapedWhat is being bought, for whom, against which contract and by when the requester needs it
3Reviews identified and sequencedWhich reviews apply, which may run together and which one waits on another
4Controls appliedCompleteness checks, duplicate checks, threshold checks and routing confidence
No human action required

Stages 1 to 4 run unaided, and nothing is approved at any of them — the agent is routing, and the procurement lane opens at the routing gate.

5DecisionSplits at the routing gate
Route is unambiguous

Goes to the procurement lead to clear.

Anything unclear

Adds a category read first.

Procurement review

The request is held with the answers given, the reviews opened and who each one waits on.

Clear · Reroute · Send to category review
Cleared — by the procurement lead
6Workflow and purchasing records updatedOnly where write access and records policy allow it
7Outcome evaluatedRouting accuracy, review coverage, lead corrections and what the read found
Corrections

Each procurement-lead correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Approving a buying request of any size.
Waiving a review a request has triggered.
Ruling that a threshold has not been crossed.
Closing a request as unnecessary.
Automation boundaryAgent acts unaided
Take the request in whatever shape it arrived.
Ask only the questions this particular request needs.
Open the reviews the request requires and run them in parallel.
Show where the request is waiting and which person must act next.
Nothing is approved except by a named procurement lead, inside the boundaries agreed.
Deciding which team owns a shared purchase.
Telling a requester that no review applies.
Choosing which supplier a request goes to.
Changes to routing rules or review thresholds.

Example output

One buying request, annotated

Our operations workflow agent orchestrates business processes across systems; this one shapes a human request before any process starts, and below is one request as the agent leaves it.

Intake output · single requestIllustrative example
Request
Recorded as
Requester
Evidence of record
Confidence
Held for
Software for one team
Arrived as an email thread
Shaped, not approved
Intake record, 3 August 2026
Held uncleared
The procurement lead, by name
As receivedRead off the request as it arrived and the answers the requester gave, and it claims nothing past those.
What the record holds The request as sent The answers given The reviews opened
Why no clearance hereClearing a request is a judgement a named procurement lead owns.
ActionClearRerouteSend to category review
What the score decidesBelow the configured threshold the request collects a category read before the lead 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 requestFrom wherever it arrived
03Evidence

Where the evidence is used

Where a request was routed wrongly and the buy has already happened, the lead reopens it with its intake trail attached, the missed review is run late, and the case joins the suite.

01Approved path

The request arrives shapeless

Somebody wants something and does not know whether it needs legal, security, data protection or a new supplier — and the form assumes they do.

02Human review

What was checked, and not found

No rule consulted requires a buying request to be routed any particular way: intake design is policy a company writes for itself, so which reviews a request triggers and the order they run in are choices rather than requirements. What is measured here is your own policy and whether a request met it.

04Build an evidence trail

The request, the route it took and the person who owns it stay together.

Integrations

Typical integrations

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

Intake channelsEmail · web forms · chat apps
Service desk and ticketing queues
Workflow and approvalsServiceNow · Jira · Asana
Approval steps and task queues
Purchasing systemsSAP Ariba · Coupa · Jaggaer
Requisitions and the approved catalogues

Agent

Intake and orchestration

Takes the request
Shapes and routes
Holds for the lead

Reviews and reviewersLegal · security · data protection
Finance and the category owners
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

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

Agent controls

Six junctions between the model and the reviewers

Six junctions on one line, the last the narrowest. What runs on is drawn in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeNarrow the agent to taking the request in when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and routing rules, and note the version each request was routed under.Track
L4TraceabilityRecord each request, the questions asked, the reviews opened and every read of the file.Record
L3Procurement releaseHold the request for a named procurement lead; the hold governs release, not whether the route is right.Gate
L2Routing guardrailsTest each route against the configured review rules, and refuse a request whose type cannot be read.Restrict
L1Confidence thresholdsRoute an ambiguous request to a category read before it reaches the lead.Require review
Model coreRoute proposed — the questions asked, the reviews opened, their order and the confidence
L1 – L2Test whether a route may stand
L3Leaves the clearance to a procurement lead
L4 – L5Keep the request and the route behind it
L6Routes the request to a person when signals degrade

How Nestack evaluates it

Evaluate the whole intake — not only the route that comes out.

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

Surface — the route a requester is given
Depth of coverage ▼
E1Final-output evaluationDid the route record the reviews the request actually required?
E2Step-level evaluationDid the agent read the right request, the right answers and the live rules?
E3Tool evaluationDid it read and write the correct request and the correct workflow step?
E4Confidence calibrationDo low-confidence routes attract more corrections from the lead?
E5Slice evaluationHow does performance change across specific request types?
E6Business outcomeHow many requests needed a correction before the lead would clear them?
Floor — the route a request ends up on

Failure modes

Where each failure originates in the agent

Seven failure modes, each set at the stage it first becomes visible.

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

Stale routing rules read

The rules read are not the ones now in force.

Stage gathersThe request, the answers, the rules and the dates
02 · Reasoning2 modes
OM-04

Review skipped as not applicable

A review that applied was scored as not needed.

OM-06

Superseded routing rules read as live

A retired rule set is worked as the current one.

Stage proposesThe request, the reviews and the order they run in
03 · Tool / write2 modes
OM-02

Thin route passed forward

A request moves on without the category read.

OM-05

Request bound to the wrong team

The request is filed against another team.

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

Routed to nobody

The request goes to a name that no longer answers.

Stage returnsThe route a requester waits on and a lead clears
05 · Change / Version1 mode
OM-07

Silent routing drift

A review rule changes while open requests keep the old one.

Stage tracksModel, prompt, routing rules and form dates
Sev-1 · a request cleared with a review open Sev-2 · a request routed to nobody at all Sev-3 · signals degrade, request held back

Affected slices

First-time types absorb the reroutes

A type-level routing figure can read clean while first-time request types carry most of the routes that had to be redone. Nestack reports the reroute rate by request type, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
First-time request types9.0%3.7× Review
Multi-review requests6.4%2.6× Review
Cross-team shared buys4.0%1.6× Watch
Catalogue re-orders1.7%0.7× Normal
Bar: reroute-rate lift vs. catalogue-re-order baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What a request routed to nobody costs

A cycle ends when the request routed to nobody is a standing case. That suite is what the next intake cleared is measured against.

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

Reroute rate rises on first-time request types.

02Diagnose

The buying request that came in as a message to somebody who left, and sat there, is worked backwards until one cause is left standing.

03Improve

Changes leave numbered, and the requests that forced them are filed underneath.

04Verify

One request case still failing is enough to stop the release.

05Learn

One case joins the suite, one line joins the routing rules.

Learn → DetectThe return edge. The next request 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, intake and routing logic, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Intake discovery and automation-boundary definition.
02Email, workflow and purchasing sources.
03Request shaping and question-dependency route mapping.
04Request capture and channel normalisation.
05Question sequencing and review binding.
06Confidence scoring and review routing.
07Procurement review workflow.
08Workflow and purchasing integration.
09Routing and completeness cases.
10Guardrails and routing controls.
11Request-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 team, one request type ProductionProduction intake workflow AdvancedMultiple teams / entities
Introduced at Pilot
Request shaping to your rules
Named procurement-lead clearance
Request-population baseline
Introduced at Production
Reporting by request type
Routing review workflow in your systems
Approved write-back
Workflow-and-form integration
Introduced at Advanced
Multi-review orchestration
Cross-team request packs
Large request volumes
Multi-team routing controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, request 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 request channels and the shapes they arrive in Request capture and channel mappingWeek 1
02Representative requests from a recent buying period Channel capture, question logic and the routing baselineWeek 2
03Your review owners and the teams they sit in Review mapping, question logic and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Channel, workflow and purchasing source assessment, then integration setupWeek 2
05Requests you would not want traced Routing cases and failure-mode testingWeek 4
06What no intake form may settle Confidence scoring, review routing, guardrails and release controlsWeek 3
07A named procurement lead who clears the request Release to the procurement lead, 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

Read the bands as measurements, not decoration. Two share week five because that is how they run.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Intake discovery, review mapping and the automation boundary W2Channel and workflow integration and the request baseline W3Question sequencing, routing logic and release controls W4Evaluation suite, routing cases and failure-mode testing W5Purchasing integration, pilot requests and targeted corrections W6One intake month run under the procurement lead, then Agent Care handover
Reading the bandEach bar covers only the weeks its own work is named for, and two bands genuinely share week five.
At the end of W6When the routing 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 · Procurement AI agent

Build an intake agent around the buying request your last form never fitted.

Show us one buying request that reached the right desk late and the form it was asked to fill in first. Send it as it arrived, and we will show you the questions it should have been asked and the reviews it should have opened. A request nobody chased comes back as a finding.

Nestack Agents · Intake and orchestrationAGT-PR-07 · Agent Care available after launch