Enrollment & Records AI Agent

What this agent does

Prepares the change, not the authority

Ingest records requests, holds, enrollment data and degree progress from supported SIS.

Normalise request types and record fields, and carry each item forward with the record it came from.

Reason

Classify each request — inspect and review, amendment, disclosure or directory.

Apply the institution's records procedure, its directory opt-outs and the hold rules configured for it.

Assemble what a registrar needs to act: identity check, forms, record history and what is missing.

Decide

Treat an amendment request as a process with a hearing behind it, not as a data-correction ticket.

Route degree, certification, immigration and veterans'-benefit matters to the registrar.

Out

Retain the request, the evidence, the approver and the disclosure record against the student's file.

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

→ Product statement

The agent prepares and routes; the registrar decides an amendment, and no record changes on the agent's own motion.

Example workflow

One request, intake to registrar

AgentHuman

1Request receivedStudent portal, registrar inbox, SIS queue or third-party verification request

2Authority assembledIdentity check, record history, holds and prior disclosures, each with its source

3Packet preparedRequest track, what is asked, what the record shows and confidence

4Authority checks runTrack classification, directory opt-out check, hold-granularity rules and confidence threshold

No human action required

No record moves in the first four stages and nothing leaves the institution — the agent is assembling, and the registrar's lane opens at the confidence gate.

5DecisionBranches at the authority gate

Authority confirmed

Goes to the registrar to decide.

Authority unclear

Adds a records-office check first.

Registrar review

The packet is held with its evidence, the record history and the confidence.

Approve · Correct · Send for legal review

Approved — the registrar acts▼

6Registrar systems updatedOnly where write access and records policy allow it

7Change evaluatedTrack accuracy, registrar corrections, clock breaches and errors found after the record had moved

Reversals

Every registrar correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items

Amending, merging or deleting an education record.

Refusing an amendment and issuing the notice of hearing rights.

Conducting or deciding an amendment hearing.

Certifying degree completion or conferring a credential.

Automation boundaryAgent acts unaided

✓Acknowledge a request, classify it and start the response clock.

✓Surface a degree-audit projection, labelled advisory.

✓Answer published registration.

✓Assemble the packet — identity, forms and the items still missing.

Any write happens inside the boundaries agreed at implementation, never ahead of the registrar.

Any immigration-record registration, termination or date change.

Submitting or amending a veterans'-benefit certification.

Transmitting or correcting a reported enrollment status.

Placing, releasing or overriding a transcript hold.

Example output

One records request, annotated

Everything the agent prepares is attached to the request it came from.

Records output · single requestIllustrative example

Request

What was asked

Response clock

Source of record

Confidence

Hearing rights

Amendment request

Asks that a note in the file be corrected as inaccurate and misleading

Started at first contact

Registrar record, current

89%

Notice drafted, unsent

As receivedTaken from the request as received and the record on file — nothing on this side is written by the agent.

Evidence used The request as received Record history on file Records procedure

Why this routingA refusal carries a right to a hearing and a person still decides.

ActionApproveCorrectSend for legal review

What the score decidesBelow the configured threshold the packet picks up a records-office check before.

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 records requestFrom the registrar's queue

03Preparation

Prepare from the record

Work from the request as received, the record history on file and the institution's own records procedure.

01Approved path

Fix the record, not the queue

Routine requests arrive classified, clocked and assembled for a decision.

02Human review

Put the registrar where authority sits

Amendments, holds and certifications are marked, so registrar time goes to the changes only a registrar may make.

04Build an evidence trail

Every record change keeps its request, its evidence and its approver.

Integrations

Typical integrations

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

Student information systemsEllucian Banner · Colleague
Workday Student · PeopleSoft

Enrollment and transcriptsNational Student Clearinghouse
Parchment

Degree auditDegreeWorks
Stellic

Agent

Enrollment and records

Reads the record
Prepares the packet
Holds for the registrar

International student recordsTerra Dotta ISSS
Sunapsis

Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

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

Agent controls

Six layers between the model and the record

Controls nest inward. What a layer cannot see is named below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model

L6Rollback / safe modeStop writing and prepare drafts only, when evaluation or production signals degrade.Roll back

L5Version monitoringTrack model, prompt, status-code mapping and records-procedure changes.Track

L4TraceabilityRecord the request, the evidence, the packet, the approver and the time.Record

L3Registrar approvalHolds the packet for the registrar; it governs who changes a record, not what a released transcript has already told a reader.Gate

L2Policy guardrailsTest each packet against the records procedure, directory opt-outs and hold granularity; a failure returns it.Restrict

L1Confidence thresholdsRoute low-confidence requests to a records-office check before the registrar sees them.Require review

Model corePacket prepared — request track, what the record shows, what is missing and confidence

L1 – L2Test whether a packet may stand

L3Puts the change in the registrar's hands

L4 – L5Keep the record change and its authority together

L6Stops writing and drafts only when signals degrade

How Nestack evaluates it

Evaluate the whole request path — not only the packet the registrar opens.

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

Surface — the packet the registrar sees

Depth of coverage ▼

E1Final-output evaluationDid the track match what the request actually asked for?

E2Step-level evaluationDid the agent use the right record, procedure and hold configuration?

E3Tool evaluationDid it read the correct student record and write to the correct field?

E4Confidence calibrationDo low-confidence packets actually attract more registrar corrections?

E5Slice evaluationHow far apart do error rates sit across specific record types?

E6Business outcomeHow many packets needed correcting, and how many were caught only after the record had moved?

Floor — the record the institution stands behind

Failure modes

Where each failure originates in the agent

Seven modes mapped to where the record breaks.

Agent lifecycleDirection of processing →

01 · Retrieval1 mode

NR-03

Stale enrollment snapshot

A cached status answers a verification the record has since changed.

Stage gathersRequest, record history, with the source each came from

02 · Reasoning2 modes

NR-04

Amendment read as a ticket

A disputed record is handled as a routine correction.

NR-06

Projection read as completion

A requirements-met audit is told to a student as a degree.

Stage proposesThe request track, what the record shows and confidence

03 · Tool / write2 modes

NR-02

Status change written unreviewed

A course-load write drops a student below full time.

NR-05

Hold applied at account level

Periods that had to be released are held with the rest.

Stage writesOnly where write access and approval policy allow it

04 · Output1 mode

NR-01

Student statement not carried

A contested record moves without the statement attached to it.

Stage returnsThe packet the registrar acts on

05 · Change / Version1 mode

NR-07

Status mapping drifts

An upgrade renames a code and the old mapping keeps reporting.

Stage tracksModel, prompt and it is logged.

Sev-1 · a record Sev-2 · a wrong packet reaches the registrar Sev-3 · source degrades, request routes to review

See the complete Education failure-mode catalogue →

Affected slices

A tolerable average, three costly cohorts

An aggregate error rate across every transaction can sit inside tolerance while three cohorts carry nearly all of it Nestack reports it by slice rather than in aggregate..

Slice performance — reported separately, not only in aggregateIllustrative example

Slice	Failure rate	Lift	Status
International students changing load	8.4%	3.1×	Review
Students using veterans' benefits	5.7%	2.1×	Review
Transcript requests with a balance	3.8%	1.4×	Watch
Routine verifications, no holds	1.9%	0.7×	Normal

Bar: error-rate lift vs. the all-transaction baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

Closed only when a case passes

Closing means the failure is now a case the next release is measured against That suite is what the following detection is measured against..

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

01Detect

Error rate rises in one record cohort.

02Diagnose

The requests, the record history and the mapping version are read together until one of them explains it.

03Improve

A version stamp and the record history travel with the correction.

04Verify

Release is held until the affected cases clear.

05Learn

Both the suite and the records procedure carry it from then on.

Learn → DetectThe return edge. The next detection 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, records workflow, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6

01Records workflow discovery and boundary definition.

02SIS and verification-service assessment.

03Records-procedure, hold-rule and opt-out mapping.

04Request ingestion and record-field mapping.

05Request classification and routing logic.

06Confidence scoring and registrar routing.

07Registrar review workflow.

08Registrar- and verification-system integration.

09Record regression cases.

10Guardrails and change controls.

11Change-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 record type, one office ProductionProduction registrar systems AdvancedMultiple campuses / systems

Introduced at Pilot

Packets to your records procedure✓✓✓

Registrar approval✓✓✓

Record-accuracy baseline✓✓✓

Introduced at Production

Reporting by record type—✓✓

Review workflow in your systems—✓✓

Approved write-back—✓✓

Registrar-system integration—✓✓

Introduced at Advanced

Multi-campus and multi-state rules——✓

Multi-stage registrar approvals——✓

High request volume——✓

Enterprise records 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 records procedure and who signs each change → Records-procedure and hold-rule mappingWeek 1

02Representative requests from a past term → Classification baseline, packet assembly and record bindingWeek 2

03Your hold rules and directory opt-out handling → Records-procedure, hold-rule and opt-out mappingWeek 1

04Access to relevant APIs, feeds or exports → SIS, verification and transcript assessment, then integration setupWeek 2

05Record changes you had to undo → Record cases and the evaluation suiteWeek 4

06Which record changes may never run unattended → Confidence scoring, registrar routing, guardrails and change controlsWeek 3

07Named registrar staff to review packets → Registrar review workflow, 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

Weeks here are occupied, not allocated, and the fifth carries two phases because the work overlaps.

Phase W1W2W3W4W5W6

Discovery W1

Build W2 – W3

Evaluate W4 – W5

Pilot & Launch W5 – W6

Week focus W1Records workflow discovery, procedure mapping and the automation boundary W2Source integration and the classification baseline W3Records workflow, confidence logic and change controls W4Evaluation suite, clock and hold checks and failure-mode testing W5System integration, a pilot term and targeted corrections W6One registration cycle run under the registrar, then handover

Reading the bandEvery band covers the weeks its work is named in and nothing beyond them. The doubled fifth week is real.

At the end of W6Sign-off on a real cycle, then continuous monitoring under Agent Care.

DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Education AI agent

Build a records agent around your registrar's own procedure.

Show us your student system, your records procedure and who signs a change. A wrong enrollment or degree certification ends a deferment, reaches a visa status and a veteran's benefit, so we map that routing first, set the automation boundary and name what stays with the registrar.

Discuss this agent →

Nestack Agents · Enrollment and recordsAGT-ED-04 · Agent Care available after launch