Travel & Hospitality AI agent · Reputation
Review-Response & Reputation AI Agent
Solicit reviews on one trigger applied without a score or sentiment screen, draft responses that disclose nothing the reviewer did not, and hold each one for the person who publishes it.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Named publisher
- Symmetric
- After launch
- Agent Care
What this agent does
A draft, and a person who publishes it
In
- 01
Ingestion of the review, the platform's own reply rules and the stay it can be matched to.
- 02
Normalisation of ratings, languages and platform fields, each carried with its own source.
Reason
- 03
One solicitation trigger, applied to departing guests without a sentiment or score pre-screen.
- 04
A drafted reply built from what the reviewer wrote, and from nothing the reviewer withheld.
- 05
Flags on any factual assertion about a named guest, before a person reads a word of the draft.
Decide
- 06
A human read of translated replies before they go out, since platforms reject unreadable output.
- 07
A hold on publication for the named person whose account and signature carry the response.
Out
- 08
Retention of the review, the draft, the flags, the edits and the words actually published.
- 09
Execution of write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent drafts a response; the named brand or property owner publishes it, and the business answers for every claim inside it.
Example workflow
One review, arrival to publication
- 1Review receivedPlatform feed, reputation tool, survey response or a direct submission
- 2Context assembledThe review text, the platform's response rules and the stay it can be matched to
- 3Response draftedDraft response, its flags, confidence
- 4Controls appliedDisclosure limits, assertion flags, translation review and confidence threshold
No human action required
Stages 1 to 4 run unaided, and nothing is published at any of them — the agent is drafting, and the owner's lane opens at the confidence gate.
Goes to the named owner to publish.
Adds a brand-team read first.
Owner publishes
The draft is held with the review, its flagged lines and the confidence.
Publish · Edit · Send to brand review
Published — under a person's name
- 6Reputation systems updatedOnly where write access and approval policy allow it
- 7Outcome evaluatedEdit distance, flagged-line outcomes, platform acceptance and post-publication removals
Edits
Every owner edit is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Publishing a response to a review on any platform.
- Asserting anything factual about a named guest.
- Confirming that a reviewer stayed at the hotel.
- Deciding which guests are asked to leave a review.
Automation boundary
Agent acts unaided
- ✓Draft a reply from the review text and the platform's rules.
- ✓Ask on the same trigger, with any incentive free of sentiment.
- ✓Mark every insider relationship the guides require to be shown.
- ✓Flag what a person must weigh, and hold the draft for them.
Any write happens inside the boundaries agreed at implementation, never ahead of approval.
- Filtering the property's own on-site review display.
- Writing anything to be posted under a guest's name.
- Threatening a reviewer, or demanding a removal.
- Changes to solicitation, disclosure or response rules.
Example output
One response, annotated
Everything the agent drafts is attached to the review it was written against.
Review response output · single review
Illustrative example- Review
- Two-star, English
- Drafted line
- Thanked the reviewer and offered a direct contact, disclosing nothing
- Rating given
- 2 of 5
- Source of record
- The review text itself
- Confidence
- 93%
- Attribution
- Brand name and job title
As received
Taken from the review as published and the platform's reply rules — nothing on this side is written by the agent.
Records used
- The review as posted
- Platform reply rules
- Approved reply library
Why this wording
It answers what the reviewer wrote and confirms nothing they did not.
What the score decides
Below the configured threshold the draft picks up a brand read before it reaches the owner.
Action
PublishEditSend to brand reviewValue
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 review
From the review itself
Draft from the review
Draw on what the reviewer actually wrote, the platform's reply rules and your approved reply library.
Ask everyone, or ask no one
Routine replies reach the owner already drafted and already checked against platform rules.
Send review to what a reply asserts
Any draft asserting a fact about a guest is marked for a person. Ordering your own review display is not suppression; filtering it by rating is.
Build an evidence trail
The response, the stay it refers to and the person who published it stay on the review record.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Reputation platforms
- Tripadvisor
- Booking.com
- Expedia
Reputation tooling
- Revinate
- Medallia
- TrustYou
- Reputation.com
Property and stay data
- Opera Cloud
- Mews
- Cloudbeds
- Apaleo
Agent
Review response & reputation
- Reads the review
- Drafts the reply
- Holds for publication
Guest messaging
- Braze
- Salesforce
- Survey and CRM tools
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 platform
The layers nest, and each says what it does not catch. The map below carries the rest.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a reply may stand
- L3
- Puts publication in an owner's hands
- L4 – L5
- Keep the response and the stay behind it
- L6
- Reverts to drafting for review when signals degrade
How Nestack evaluates it
Evaluate the responding workflow — not only the paragraph that goes out.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the reply the public reads
- E1Final-output evaluationDid the reply disclose anything the reviewer had not already said?
- E2Step-level evaluationDid the agent read the right review, platform rules and reply library?
- E3Tool evaluationDid it read and write the correct review on the correct platform?
- E4Confidence calibrationDo low-confidence drafts actually attract more owner edits?
- E5Slice evaluationHow does performance change across specific review types?
- E6Business outcomeHow many replies needed an edit or a removal after publication?
Floor — the claim the business answers for
Failure modes
Where each failure originates in the agent
Seven failure modes, placed at the stage each one originates.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- CX-03
Wrong stay matched
A review is matched to a stay that is not the reviewer's.
Stage gathers
Reviews, platform rules and the reply library
02 · Reasoning
2 modes
- CX-04
Assertion about a guest
A reply states something about the reviewer as fact.
- CX-06
Stay detail disclosed
A reply confirms a date, a rate or a room number.
Stage proposes
The reply the owner publishes in public
03 · Tool / write
2 modes
- CX-02
Reply posted unreviewed
A response reaches a platform with no owner behind it.
- CX-05
Solicitation screened by score
A request goes only to guests who rated the stay well.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- CX-01
Unreadable translation
A translated reply goes out in language a platform rejects.
Stage returns
The reply the owner publishes and the market reads
05 · Change / Version
1 mode
- CX-07
Silent disclosure regression
A model or rule change widens what a reply will confirm.
Stage tracks
Model, prompt, reply library and platform config
- Sev-1 · a reply published unreviewed
- Sev-2 · a wrong claim reaches the public
- Sev-3 · review data degrades, draft to review
Affected slices
Overall quality can hide one bad cohort
The slice that hides is the reply that asserts something about the guest — a small share of responses, and the only ones that can turn into a claim against the business. Nestack reports the owner-edit rate by slice, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Replies asserting a fact | 6.8% | 3.9× | Review | |
| Machine-translated replies | 4.0% | 2.3× | Review | |
| One and two-star reviews | 2.8% | 1.6× | Watch | |
| Plain positive reviews | 1.6% | 0.9× | Normal |
Bar: owner-edit-rate lift vs. plain-positive baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
Each cycle closes by adding a case
Nothing closes on a review meeting. It closes on a case the next release has to pass, and that suite is what the next response published is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Owner-edit rate rises in a response slice.
- 02
Diagnose
Which slice, and what did those replies assert? The drafts and the reviews behind them are read until the cause narrows to one.
- 03
Improve
Every change ships against a version with the responses attached.
- 04
Verify
The release is blocked while an affected case fails.
- 05
Learn
The case becomes permanent, and the response rules are re-tested.
Learn → Detect
The return edge. The next detection meets 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, responding workflow, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Review and response workflow discovery and boundaries.Week 1
- 02Platform and reputation source assessment.Week 1, Week 2
- 03Solicitation, disclosure and platform reply-rule mapping.Week 1, Week 2
- 04Review ingestion and normalisation.Week 2
- 05Drafting logic and review binding.Week 2, Week 3
- 06Confidence scoring and assertion routing.Week 3
- 07Owner publication workflow.Week 3, Week 4
- 08Reputation-platform integration.Week 5
- 09Solicitation and disclosure cases.Week 4, Week 5
- 10Guardrails and publication controls.Week 4
- 11Response-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 property, one platform | ProductionProduction reputation systems | AdvancedMultiple brands / platforms |
|---|---|---|---|
| Introduced at Pilot | |||
| Drafting from the review itself | ✓ | ✓ | ✓ |
| Owner publication | ✓ | ✓ | ✓ |
| Response-quality baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by property and platform | — | ✓ | ✓ |
| Approval workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Reputation-platform integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-platform reply rules | — | — | ✓ |
| Multi-stage brand approvals | — | — | ✓ |
| High review volume | — | — | ✓ |
| Multi-brand response controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on integrations, workflow complexity, transaction 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 platforms and their response rules
→Review ingestion and platform-rule mapping
Week 102Responses you have already published
→Drafting baseline, tone extraction and review binding
Week 203Your solicitation trigger and who publishes
→Solicitation, disclosure and platform reply-rule mapping
Week 104Access to relevant APIs, feeds or exports
→Platform, reputation and property assessment, then integration setup
Week 205Responses you would not want published
→Solicitation cases and failure-mode testing
Week 406What a response may never disclose
→Confidence scoring, assertion routing, guardrails and publication controls
Week 307Named owners to publish responses
→Publication 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
The bands sit on the weeks the work occupies, so the fifth carries evaluation and launch together.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Response workflow discovery, disclosure mapping and the automation boundary
W2Source integration and the drafting baseline
W3Responding workflow, confidence logic and publication controls
W4Solicitation cases, disclosure guardrails and failure-mode testing
W5Reputation-platform integration, pilot replies and targeted corrections
W6One review cycle answered under the brand team, then handover
- Reading the band
- A band spans only the weeks its work is named in. Week 5 carries two because that is how it runs.
- At the end of W6
- The cycle closes validation and Agent Care picks up monitoring.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Travel & Hospitality AI agent
Build a review-response agent that drafts, and never publishes.
The rule everyone quotes does not actually ban review gating — the regulator's own guidance says there is no specific prohibition, only that the practice can be deceptive. So the question comes back to you: which of your guests never get asked, and what would you say if someone asked you why? Show us your platforms, your solicitation trigger and who signs a published reply, and the boundary is built around those three.
- Typical delivery
- 4–6 weeks
- Deployment
- Your platforms
- Named publisher
- Symmetric
- After launch
- Agent Care available
Nestack Agents · Review response
AGT-TH-11 · Agent Care available after launch