Support AI agent · Identity verification
Help-Desk Identity Verification AI Agent
Doubt what the caller already knows: run the checks configured for the release being asked for, record what each returned, and leave clearing the caller to a named support agent.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Named agent
- Checks recorded
- After launch
- Agent Care
What this agent does
Runs the checks, never clears the caller
In
- 01
A caller asks for something, and the checks configured for that release run before anything is read out.
- 02
A caller offers the last four digits, and 47 CFR 64.2010(e) shuts that class of fact out.
Reason
- 03
A caller is a data subject, and EDPB Guidelines 01/2022 put identification and authentication on you.
- 04
A caller asks for a SIM change, and 47 CFR 64.2010(h)(9) defers compliance until that paragraph moves.
- 05
A caller talks money out of the desk, and 12 CFR 1005.2(m) still reads that transfer as unauthorized.
Decide
- 06
A check clears and an address of record changes, and 64.2010(f) wants the customer told immediately.
- 07
A caller asks after health information, and 45 CFR 164.514(h)(1) asks for identity and authority both.
Out
- 08
A caller is cleared by a named support agent, never by this one, and the checks stay on record.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
Running the checks, refusing a disqualified fact and recording what returned belong to the agent. Clearing the caller, releasing, changing an account and overriding a failure belong to a named support agent.
Example workflow
One call, question to release
- 1Caller reaches the deskTelephone, web chat, email, an in-app session or a call transferred in from another queue
- 2Release type identifiedWhat is being asked for, the regime that governs it and the checks that release requires
- 3Checks run and returnedEach method, what it returned, what is still outstanding and confidence
- 4Controls appliedDisqualified-fact checks, regime checks, step-up checks and confidence threshold
No human action required
Stages 1 to 4 run unaided, and nothing is released at any of them — the agent is checking, and the support agent lane opens at the confidence gate.
Goes to the named support agent.
Adds a desk supervisor read first.
Support agent review
The call is held with each check, what that check returned and what is still outstanding.
Take the call · Step up a check · Send to supervisor
Cleared — by the named support agent
- 6Verification record updatedOnly where write access and records policy allow it
- 7Outcome evaluatedCheck coverage, step-up outcomes, notifications sent and what review found
Corrections
Each support-agent correction is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Deciding a caller is verified.
- Releasing information to a caller.
- Changing an account or a credential.
- Overriding a check that failed.
Automation boundary
Agent acts unaided
- ✓Run the checks configured for the release the caller has requested.
- ✓Refuse any fact that the regime disqualifies as readily known.
- ✓Record each check that was run and what it returned.
- ✓Show the agent what came back and what is outstanding.
Nothing is released, changed or cleared here; a named support agent decides all of it.
- Judging a check good enough for a bigger release.
- Accepting a known fact as proof of identity.
- Telling a caller why a check was refused.
- Changes to verification rules or release types.
Example output
One verification, annotated
This serves a desk that may have to show what was actually checked before a release, long after the call ended; below is one verification exactly as the agent leaves it.
Verification output · single call
Illustrative example- Call
- Inbound, account holder
- Release asked for
- Move the mobile number on the account to a new device
- Offered as proof
- Last four digits and billing address
- Method of record
- One-time code to the number of record
- Confidence
- Step-up required
- Cleared by
- The named support agent, by name
As received
Taken from the call as it happened — nothing on this side is decided by the agent.
Checks run
- One-time code sent
- Callback to record
- Step-up requested
Why not cleared
The facts offered are the kind a caller could readily know already.
What the score decides
Below the configured threshold the call picks up a supervisor read before release.
Action
Take the callStep up a checkSend to supervisorValue
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 call at the desk
From the release being asked for
Check, then hand over
The banking account-inquiry agent answers authenticated questions from the bank record and the CPNI certification agent files the annual certification; this one is the step before both.
The desk is the soft door
Attackers who cannot beat the login ring the people who can reset it, and CISA and the FBI name the help desk as the target in terms.
What was checked, and not found
Checked across the regimes surveyed: no general United States duty makes an ordinary company authenticate a caller, and nothing is signed, certified or filed by a support organisation for caller authentication. The FCC SIM-change rules are adopted and dormant — the operative subsections read [Reserved], and (h)(9) suspends compliance until that paragraph is removed or carries a date. The CISA and FBI advisory names the help desk as the target but writes no desk procedure: no video verification, no callback, no supervisor approval. The one regulator text that does is a consent decree binding one carrier.
Build an evidence trail
The caller, the checks that were run and the agent who released it stay together.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Contact centre and telephony
- Amazon Connect
- Talkdesk
- Aircall
- Caller line and IVR signals
Identity and access systems
- Okta
- Entra ID
- Ping
- Directory and factor-enrolment data
Verification services
- Prove
- Twilio Verify
- Telesign
- One-time codes and possession checks
Agent
Help-desk identity verification
- Reads the release
- Runs the checks
- Holds for the support agent
Ticketing and account systems
- Zendesk
- Salesforce Service Cloud
- Account and change-of-record data
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 caller and the release
Six wards inside one lock, the last the deepest. What turns it is drawn in the map below.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a release may stand
- L3
- Puts the release in a support agent's hands
- L4 – L5
- Keep the release and the checks behind it
- L6
- Refuses the release outright when signals degrade
How Nestack evaluates it
Evaluate the whole verification — not only the call that ended in a release.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the release the caller walks away with
- E1Final-output evaluationDid the checks recorded as run actually run, and return what is stored?
- E2Step-level evaluationDid the agent read the right release type and the live regime rules?
- E3Tool evaluationDid it call the correct verification service and the correct account?
- E4Confidence calibrationDo thin verifications actually attract more supervisor step-ups?
- E5Slice evaluationHow does verification change across specific release types?
- E6Business outcomeHow many releases were made without the checks that type requires?
Floor — the loss the desk answers for
Failure modes
Where each failure originates in the agent
Seven failure modes, each placed where the verification first slips.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- OZ-03
Wrong release type read
The call is checked for a lighter release than asked.
Stage gathers
The caller, the release and the checks it needs
02 · Reasoning
2 modes
- OZ-04
Cleared for one thing, given another
A low-risk clearance carries a high-risk change.
- OZ-06
Change made, notice never sent
The account changes and the customer hears nothing.
Stage proposes
The release, the checks and what is outstanding
03 · Tool / write
2 modes
- OZ-02
Check passed, never run
The record shows a check that did not happen.
- OZ-05
Repeat caller cleared on the last call
The previous clearance stands in for this one.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- OZ-01
Released on readily known facts
The proof offered was a fact anyone could know.
Stage returns
The release the caller gets and the record
05 · Change / Version
1 mode
- OZ-07
Silent method drift
A check changes and the record still names the old one.
Stage tracks
Model, prompt, check rules and release types
- Sev-1 · a release on a fact anyone knows
- Sev-2 · a check recorded but never run
- Sev-3 · signals degrade, release held back
Affected slices
Credential resets absorb the step-ups
A release-level verification figure can read clean while credential and MFA resets carry most of the step-ups. Nestack reports the step-up rate by release type, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Credential and MFA resets | 11.4% | 3.7× | Review | |
| Number and SIM changes | 8.1% | 2.6× | Review | |
| Payment and payee changes | 5.0% | 1.6× | Watch | |
| Balance and history questions | 2.1% | 0.7× | Normal |
Bar: step-up-rate lift vs. balance-question baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
What a release on known facts costs
A loop closes when the release made on readily known facts is a standing case. That suite is what the next caller cleared is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Step-up rate falls on one release type.
- 02
Diagnose
The caller who knew the last four digits, the billing address and the name of the account manager is worked backwards until one cause is left standing.
- 03
Improve
Number the change; the releases that drove it are filed beneath it.
- 04
Verify
A single red caller case stops the whole release.
- 05
Learn
One case joins the suite, one line joins the verification record.
Learn → Detect
The return edge. The next caller is checked 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, systems, verification workflow, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Release-type discovery and automation-boundary work.Week 1
- 02Directory, telephony and account sources.Week 1, Week 2
- 03Release-to-check and verification-method mapping work.Week 1, Week 2
- 04Call ingestion and release-type reading.Week 2
- 05Check orchestration and method binding.Week 2, Week 3
- 06Confidence scoring and supervisor routing.Week 3
- 07Support agent review workflow.Week 3, Week 4
- 08Directory-and-ticketing integration.Week 5
- 09Verification and release cases.Week 4, Week 5
- 10Guardrails and release controls.Week 4
- 11Release-trail instrumentation.Week 5, Week 6
- 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 tier | PilotOne queue, one release type | ProductionProduction support systems | AdvancedMultiple queues / release types |
|---|---|---|---|
| Introduced at Pilot | |||
| Checks to your verification rules | ✓ | ✓ | ✓ |
| Support agent release | ✓ | ✓ | ✓ |
| Caller-population baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by release type | — | ✓ | ✓ |
| Supervisor review workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Directory-and-account integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-regime verification rules | — | — | ✓ |
| Multi-stage supervisor approvals | — | — | ✓ |
| High call volume | — | — | ✓ |
| Multi-factor release controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on integrations, workflow complexity, call 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.
You bring
We build with it
01Your release types and what each one may disclose
→Release-type mapping and check binding
Week 102Representative calls from each release type
→Call ingestion, check orchestration and the verification baseline
Week 203The regimes you release under and who clears each
→Regime mapping, check binding and the automation boundary
Week 104Access to relevant APIs, feeds or exports
→Directory, telephony and account assessment, then integration setup
Week 205Releases you would not want replayed
→Verification cases and the evaluation run
Week 406What no check may prove
→Confidence scoring, supervisor routing, guardrails and release controls
Week 307A named support agent who makes the release
→Support agent release 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
Read the widths as work actually done rather than layout; week five carries two phases because it must.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Release-type discovery, regime binding and the automation boundary
W2Directory and telephony integration and the caller baseline
W3Check orchestration, confidence logic and release controls
W4Evaluation suite, verification cases and failure-mode testing
W5Ticketing integration, pilot calls and targeted corrections
W6One support month run under the desk supervisor, then Agent Care handover
- Reading the band
- Each bar covers only the weeks its own work is named for, and week five is shared by design.
- At the end of W6
- When the verification record validates, Agent Care picks the agent up.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Customer Support AI agent
Build a verification agent around the release your desk makes on a caller who sounds right.
Show us the releases your desk makes by telephone and what a caller has to offer for each. Not a rule about authenticating a caller. A rule about not disclosing personal data to the wrong person. The last four digits are not proof, and 64.2010(e) says they are not a prompt.
- Typical delivery
- 4–6 weeks
- Deployment
- Your release types
- Named agent
- Checks recorded
- After launch
- Agent Care available
Nestack Agents · Identity verification
AGT-SUP-03 · Agent Care available after launch
