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Education AI agent · Records

Enrollment & Records AI Agent

Classify each records request, start the response clock and assemble what the registrar needs to act — while amendments, certifications and holds stay with the people who hold that authority.

Typical delivery
4–6 weeks
Deployment
Your stack
Registrar signs
Prepare only
After launch
Agent Care

What this agent does

Prepares the change, not the authority

In

  1. 01

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

  2. 02

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

Reason

  1. 03

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

  2. 04

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

  3. 05

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

Decide

  1. 06

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

  2. 07

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

Out

  1. 08

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

  2. 09

    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

  1. 1Request receivedStudent portal, registrar inbox, SIS queue or third-party verification request
  2. 2Authority assembledIdentity check, record history, holds and prior disclosures, each with its source
  3. 3Packet preparedRequest track, what is asked, what the record shows and confidence
  4. 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

  1. 6Registrar systems updatedOnly where write access and records policy allow it
  2. 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 required

8 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 boundary

    Agent 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 request

Illustrative example
Request
Amendment request
What was asked
Asks that a note in the file be corrected as inaccurate and misleading
Response clock
Started at first contact
Source of record
Registrar record, current
Confidence
89%
Hearing rights
Notice drafted, unsent

As received

Taken 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 routing

A refusal carries a right to a hearing and a person still decides.

What the score decides

Below the configured threshold the packet picks up a records-office check before.

Action

ApproveCorrectSend for legal review

Value

Where AI adds value

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

Where the value lands

Value 01 – 04

Every records request

From 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.

04

Build 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 systems

    • Ellucian Banner
    • Colleague
    • Workday Student
    • PeopleSoft

  • Enrollment and transcripts

    • National Student Clearinghouse
    • Parchment

  • Degree audit

    • DegreeWorks
    • Stellic

Agent

Enrollment and records

  • Reads the record
  • Prepares the packet
  • Holds for the registrar

  • International student records

    • Terra Dotta ISSS
    • Sunapsis

  • Observability & evaluation

    • OpenTelemetry
    • 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 defence

Inward → 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 – L2
Test whether a packet may stand
L3
Puts the change in the registrar's hands
L4 – L5
Keep the record change and its authority together
L6
Stops 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

  1. E1Final-output evaluationDid the track match what the request actually asked for?
  2. E2Step-level evaluationDid the agent use the right record, procedure and hold configuration?
  3. E3Tool evaluationDid it read the correct student record and write to the correct field?
  4. E4Confidence calibrationDo low-confidence packets actually attract more registrar corrections?
  5. E5Slice evaluationHow far apart do error rates sit across specific record types?
  6. 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 lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • NR-03

      Stale enrollment snapshot

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

    Stage gathers

    Request, record history, with the source each came from

  2. 02 · Reasoning

    2 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 proposes

    The request track, what the record shows and confidence

  3. 03 · Tool / write

    2 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 writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • NR-01

      Student statement not carried

      A contested record moves without the statement attached to it.

    Stage returns

    The packet the registrar acts on

  5. 05 · Change / Version

    1 mode

    • NR-07

      Status mapping drifts

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

    Stage tracks

    Model, 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 aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
International students changing load8.4%3.1×Review
Students using veterans' benefits5.7%2.1×Review
Transcript requests with a balance3.8%1.4×Watch
Routine verifications, no holds1.9%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 stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Error rate rises in one record cohort.

  2. 02

    Diagnose

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

  3. 03

    Improve

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

  4. 04

    Verify

    Release is held until the affected cases clear.

  5. 05

    Learn

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

  6. Learn → Detect

    The 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

  1. 01Records workflow discovery and boundary definition.Week 1
  2. 02SIS and verification-service assessment.Week 1, Week 2
  3. 03Records-procedure, hold-rule and opt-out mapping.Week 1, Week 2
  4. 04Request ingestion and record-field mapping.Week 2
  5. 05Request classification and routing logic.Week 2, Week 3
  6. 06Confidence scoring and registrar routing.Week 3
  7. 07Registrar review workflow.Week 3, Week 4
  8. 08Registrar- and verification-system integration.Week 5
  9. 09Record regression cases.Week 4, Week 5
  10. 10Guardrails and change controls.Week 4
  11. 11Change-trail instrumentation.Week 5, Week 6
  12. 12Deployment, documentation and Agent Care handover.Week 6

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 tierPilotOne record type, one officeProductionProduction registrar systemsAdvancedMultiple 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 priceFrom $5,000From $8,000Custom quote
Final build price
Confirmed after discovery based on integrations, workflow complexity, request volume, approval controls and deployment requirements.
Separate from build
Build 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.

  1. 01Your records procedure and who signs each change

    Records-procedure and hold-rule mapping

    Week 1

  2. 02Representative requests from a past term

    Classification baseline, packet assembly and record binding

    Week 2

  3. 03Your hold rules and directory opt-out handling

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

    Week 1

  4. 04Access to relevant APIs, feeds or exports

    SIS, verification and transcript assessment, then integration setup

    Week 2

  5. 05Record changes you had to undo

    Record cases and the evaluation suite

    Week 4

  6. 06Which record changes may never run unattended

    Confidence scoring, registrar routing, guardrails and change controls

    Week 3

  7. 07Named registrar staff to review packets

    Registrar review workflow, then pilot and production validation

    Weeks 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

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – 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 band
Every band covers the weeks its work is named in and nothing beyond them. The doubled fifth week is real.
At the end of W6
Sign-off on a real cycle, then continuous monitoring under Agent Care.
Duration
Six-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.

Typical delivery
4–6 weeks
Deployment
Your registrar stack
Registrar signs
Prepare only
After launch
Agent Care available

Nestack Agents · Enrollment and records

AGT-ED-04 · Agent Care available after launch

Build a records agent

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your records

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.