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Travel & Hospitality AI agent · Group sales

Group-Sales & RFP-Response AI Agent

Draft the response from your own approved rate and terms library, mark it as a proposal in the document the planner receives, and hold it for the named signatory who binds the property.

Typical delivery
4–6 weeks
Deployment
Your stack
Named signatory
Non-binding
After launch
Agent Care

What this agent does

Drafts the bid, never the commitment

In

  1. 01

    Ingest the RFP, the dates, the room-night pattern and the meeting requirements as they were sent.

  2. 02

    Normalise the ask into rooms, dates, rates and space, each carried with the line it came from.

Reason

  1. 03

    Draw on the property's own approved rate and terms library, and on nothing outside it.

  2. 04

    Draft the response, the block shape and the rate proposal inside the configured ceiling.

  3. 05

    Name what the library does not answer as a gap for the sales office, rather than a guess.

Decide

  1. 06

    Mark the response as a proposal, not an acceptance, in the document the planner receives.

  2. 07

    Route the bid to the named signatory, who is the only person who can commit the property.

Out

  1. 08

    Retain the response, the library versions behind it, the edits and who signed, against the bid.

  2. 09

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

Product statement

The agent drafts; a named signatory commits the property, and the property answers for what the response said to the planner.

Example workflow

One RFP, arrival to signature

  1. 1RFP receivedSales inbox, meeting-planner portal, RFP platform or a direct enquiry
  2. 2Requirements assembledDates, room-night pattern, space, rate expectation and the approved terms library
  3. 3Response draftedRooms, dates, rate, terms, confidence
  4. 4Controls appliedCeiling checks, clause-lock checks, acceptance-language flags and confidence threshold

No human action required

Stages 1 to 4 run unaided, and nothing is committed at any of them — the agent is drafting, and the signatory's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to the named signatory to sign.

Low confidence

Adds a sales-office read first.

Signatory commits

The response is held with its library sources, its flagged lines and the confidence.

Approve · Edit · Send to sales review

Signed — the property is committed

  1. 6Sales systems updatedOnly where write access and approval policy allow it
  2. 7Outcome evaluatedEdit distance, flagged-line outcomes, win rate and clauses renegotiated after a bid went out

Edits

Every signatory edit is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required

8 items

  • Committing rooms, rates or dates to a customer.
    • Agreeing, editing or waiving an attrition clause.
    • Altering a cancellation scale or its trigger dates.
    • Writing or amending any force-majeure language.

  • Automation boundary

    Agent acts unaided

    • ✓Draft the response from the approved rates and terms library.
    • ✓Hold space up to the ceiling the sales office configured.
    • ✓Mark every gap the library does not answer, rather than fill it.
    • ✓Flag what a person must weigh, and hold the draft for them.

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

    • Signing, or saying anything that reads as signing.
    • Quoting past the room or rate limit agreed for a bid.
    • Confirming inventory the property has not blocked.
  • Changes to the approval limits or the clause set.

Example output

One response, annotated

Everything the agent drafts is attached to the library entry it was drawn from.

Group response output · single bid

Illustrative example
Bid
Mid-week corporate
Drafted line
Rooms proposed for the requested pattern, subject to a countersigned agreement
Rate offered
$189 per night
Source of record
Approved rate library
Confidence
90%
Standing
Non-binding proposal

As received

Taken from the approved rate and terms library — nothing on this side is written by the agent.

Library entries used

  • Approved rate table
  • Locked clause set
  • Ceiling for this bid

Why this wording

It proposes and expires; it does not accept — and the planner is meant to read it that way.

What the score decides

Below the configured threshold the draft picks up a sales-office read before it.

Action

ApproveEditSend to sales 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 RFP

From the approved library

03Drafting

Draft from the library

Draw on the property's own approved rates, terms and clause set, and on nothing outside them.

01Approved path

Draft it, a person commits it

Routine responses reach the signatory already drafted and already inside the configured ceiling.

02Human review

Send review to what a bid commits

An internal approval rule the planner never saw does not travel with the document, so the limit on who may bind the property is recited in the proposal itself.

04

Build an evidence trail

The response, the rates and terms it drew on and the person who signed stay with the bid.

Integrations

Typical integrations

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

  • Sales and catering

    • Delphi
    • Amadeus Sales
    • Opera Sales & Catering

  • RFP and sourcing platforms

    • Cvent
    • Groups360
    • HopSkip
    • Meetingmax

  • Property systems

    • Opera Cloud
    • Mews
    • Revenue and inventory tools

Agent

Group sales & RFP response

  • Reads the RFP
  • Drafts the response
  • Holds for signature

  • Contracting

    • DocuSign
    • Adobe Sign
    • CRM and legal review

  • 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 contract

Each control wraps the one inside it. What a layer does not catch is named in the map below it.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modeFall back to library search alone when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, rate-library and clause-set configuration changes.Track
L4TraceabilityRecord the library versions, the draft, the flags, the edits and the signature time.Record
L3Signatory commitsHold drafts for the named signatory; it governs commitment, not whether a signed bid is sound.Gate
L2Policy guardrailsTest drafts against the ceiling, the locked clauses and acceptance language; a failure returns the draft.Restrict
L1Confidence thresholdsRoute low-confidence drafts to a sales-office read before the signatory sees them.Require review
Model coreDraft produced — rooms, dates, rate, terms and confidence
L1 – L2
Test whether a draft may stand
L3
Puts the commitment in a signatory's hands
L4 – L5
Keep the response and the terms behind it
L6
Drops the agent to library search when signals degrade

How Nestack evaluates it

Evaluate the responding workflow — not only the finished proposal.

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

Surface — the response the planner reads

  1. E1Final-output evaluationDid each rate and term in the draft come from the approved library?
  2. E2Step-level evaluationDid the agent use the right library version and the right ceiling?
  3. E3Tool evaluationDid it read and write the correct bid and the correct block?
  4. E4Confidence calibrationDo low-confidence drafts actually attract more signatory edits?
  5. E5Slice evaluationHow does performance change across specific bid types?
  6. E6Business outcomeHow many responses needed an edit or a correction after they went out?

Floor — the contract the property has to perform

Failure modes

Where each failure originates in the agent

Seven failure modes, placed at the stage each one originates.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • CY-03

      Superseded rate read

      A rate or term is taken from a library version no longer in force.

    Stage gathers

    The RFP, the rate library and the clause set

  2. 02 · Reasoning

    2 modes

    • CY-04

      Acceptance language used

      A draft says held, confirmed or agreed without a signature.

    • CY-06

      Clause generated, not quoted

      Attrition, cancellation or force-majeure text is written fresh.

    Stage proposes

    Rooms, dates, rate, terms and confidence

  3. 03 · Tool / write

    2 modes

    • CY-02

      Sent without a signatory

      A response reaches a planner with no person behind it.

    • CY-05

      Ceiling quietly exceeded

      A bid is quoted past the limit the sales office set.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • CY-01

      Gap filled, not named

      A point the library does not cover is answered anyway.

    Stage returns

    The response the signatory sends to a planner

  5. 05 · Change / Version

    1 mode

    • CY-07

      Silent clause regression

      A model or rule change widens what a draft will agree to.

    Stage tracks

    Model, prompt, rate library and clause config

  • Sev-1 · a commitment made unsigned
  • Sev-2 · a wrong term reaches a planner
  • Sev-3 · library degrades, draft routes to review
See the complete Travel & Hospitality failure-mode catalogue

Affected slices

Overall quality can hide one bad cohort

Break the response-accuracy figure down before you act on it. Split it by whether the planner asked for a clause change and by how close the bid ran to the ceiling The cohorts that carry it are named, not averaged away..

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Bids with clause requests4.9%3.3×Review
Large blocks near the ceiling4.3%2.9×Review
Multi-entity bids3.0%2.0×Watch
Standard mid-week blocks1.0%0.7×Normal

Bar: signatory-edit-rate lift vs. standard mid-week baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

The loop ends where the next test begins

A cycle closes when the failure is a regression case the next release has to pass. That suite is what the next response sent out is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Signatory-edit rate rises in a bid slice.

  2. 02

    Diagnose

    If it is one bid type rather than the run as a whole, the library versions behind those drafts are read until the cause narrows to one.

  3. 03

    Improve

    The change ships against a version, with the bids that exposed it attached.

  4. 04

    Verify

    Release is blocked until the affected regression cases pass again.

  5. 05

    Learn

    The case joins the permanent suite and the group playbook.

  6. Learn → Detect

    The return edge. The next bid meets a suite that just got 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

  1. 01Group sales workflow discovery and boundary definition.Week 1
  2. 02Sales, catering and RFP source assessment.Week 1, Week 2
  3. 03Rate library, clause set and signing-authority mapping.Week 1, Week 2
  4. 04RFP ingestion and field normalisation.Week 2
  5. 05Drafting logic and library binding.Week 2, Week 3
  6. 06Confidence scoring and ceiling routing.Week 3
  7. 07Signatory approval workflow.Week 3, Week 4
  8. 08Sales and contracting integration.Week 5
  9. 09Commitment and clause cases.Week 4, Week 5
  10. 10Guardrails and approval controls.Week 4
  11. 11Bid-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 property, one teamProductionProduction sales systemsAdvancedMultiple entities / brands
Introduced at Pilot
Drafting from your library✓✓✓
Signatory approval✓✓✓
Response-accuracy baseline✓✓✓
Introduced at Production
Reporting by bid type—✓✓
Approval workflow in your systems—✓✓
Approved write-back—✓✓
Sales-system integration—✓✓
Introduced at Advanced
Multi-entity clause sets——✓
Multi-stage sales approvals——✓
High bid volume——✓
Multi-entity bid controls——✓
Build priceFrom $5,000From $8,000Custom 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.

  1. 01Your approved rate and terms library

    RFP ingestion and library mapping

    Week 1

  2. 02Responses you have already sent

    Drafting baseline, tone extraction and library binding

    Week 2

  3. 03Your ceiling and who may sign

    Rate library, clause set and signing-authority mapping

    Week 1

  4. 04Access to relevant APIs, feeds or exports

    Sales, catering and RFP-platform assessment, then integration setup

    Week 2

  5. 05Responses you would not want honoured

    Commitment cases and the evaluation suite

    Week 4

  6. 06What a draft may never commit the property to

    Confidence scoring, ceiling routing, guardrails and approval controls

    Week 3

  7. 07Named signatories to sign responses

    Signature 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

Each phase sits on the weeks it actually occupies, and week 5 carries both evaluation and launch work.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1Group sales workflow discovery, clause mapping and the automation boundary

W2Sales-system integration and the drafting baseline

W3Responding workflow, confidence logic and approval controls

W4Commitment cases, clause guardrails and failure-mode testing

W5Contracting integration, pilot bids and targeted corrections

W6One bid cycle drafted under the sales office, then handover

Reading the band
A bar covers the weeks its work is named in, and nothing else. The week 5 overlap is real, not padding.
At the end of W6
Validation closes on live bids, 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 group-sales agent that drafts, and never commits.

The electronic-agent rule that lets a contract form was written to permit exactly this: formation even where no individual was aware of or reviewed what the agent did. So one question survives, and it is who signs — the named person whose signature binds the property, recited in the document the planner receives rather than in an internal rule they never saw. Show us your rate library, your clause set and that name.

Typical delivery
4–6 weeks
Deployment
Your rate library
Named signatory
Non-binding
After launch
Agent Care available

Nestack Agents · Group sales and RFP

AGT-TH-12 · Agent Care available after launch

Build a group-sales agent

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

About you
Your bids

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