Sports & Fitness AI agent · Fan engagement
Fan-Engagement & Conversational-Support AI Agent
Answer matchday, wayfinding and account questions from the sources the venue configures, say it is an agent when a conversation opens, and pass safety, refunds and accessible seating to named venue staff.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Named handover
- Agent-disclosed
- After launch
- Agent Care
What this agent does
Answers the question, not the incident
In
- 01
Ingesting fan messages alongside the matchday pack, venue map and ticket records the club configures as sources.
- 02
Normalising fixture, gate, block and seat references, and carrying each answer forward with its source.
Reason
- 03
Answering matchday, wayfinding and account questions from those configured sources.
- 04
Identifying itself as an agent when a conversation opens, and handing over on request.
- 05
Applying the accessibility regime the venue is under, public or private.
Decide
- 06
Routing accessible-seating enquiries onto the venue's dedicated seating path.
- 07
Handing a medical or safeguarding report to a named person at once, untriaged.
Out
- 08
Retaining the question, the source it was answered from, the disclosure and the handover per conversation.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent answers and signposts; a named steward or box-office lead decides anything touching money, a seat or a safety response.
Example workflow
One question, arrival to handover
- 1Question receivedMatchday chat, club app, web widget, social message or venue kiosk
- 2Sources assembledMatchday pack, venue map, fixture data and the ticket record on file, each with its source
- 3Answer preparedAnswer, wayfinding steps, flagged lines and confidence
- 4Controls appliedSource checks, accessible-seating routing, safety-intent detection, disclosure check and confidence threshold
No human action required
Stages 1 to 4 run unaided, and nothing is refunded, transferred or allocated — the agent is answering, and the steward's lane opens at the confidence gate.
Answers the fan and offers a person.
Adds a steward read first.
Steward handover
The conversation is held with its sources, its flagged lines and the confidence.
Approve · Amend · Hand to the box office
Approved — sent to the fan
- 6Support systems updatedOnly where write access and approval policy allow it
- 7Outcome evaluatedAnswer accuracy, handover reasons, repeat questions and corrections made after the fixture
Amendments
Every steward amendment is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Refunding, crediting or repricing a ticket.
- Transferring, reissuing or voiding a ticket.
- Allocating or releasing accessible seating.
- A medical, crowd-safety or safeguarding report.
Automation boundary
Agent acts unaided
- ✓Answer matchday and venue questions from the configured sources.
- ✓Give wayfinding and gate directions from the venue map.
- ✓Look up a ticket or account where the venue has connected one.
- ✓Say it is an agent, and hand over to a person on request.
Any write happens inside the boundaries agreed at implementation, never ahead of a person's decision.
- Ejection, ban and disputed-entry decisions.
- Quoting a price or fee not on the published card.
- Committing the club to compensation or goodwill.
- Changes to source, escalation or disclosure rules.
Example output
One conversation, annotated
Everything the agent answers is attached to the source it was answered from.
Support output · single conversation
Illustrative example- Conversation
- Matchday wayfinding
- Answer given
- Step-free route to Block 118 from Gate C, lift on the left
- Gate and block
- Gate C · Block 118
- Source of record
- Access map on file
- Confidence
- 93%
- Disclosure
- Agent identified at open
As received
Taken from the venue access map and the fixture pack — nothing on this side is written by the agent.
Sources used
- Venue access map
- Matchday operations pack
- Ticket record
Why this answer
It repeats the route the venue published and offers a person — the line the steward weighs.
What the score decides
Below the configured threshold the answer picks up a steward read before it reaches the fan.
Action
ApproveAmendHand to the box officeValue
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 question
From the fan's channel
Answer from the sources
Draw on the matchday pack, the venue map and the records the club configured.
Answer the concourse queue
Routine matchday and wayfinding questions are answered as they arrive.
Send the rest to a person
Safety, money and accessible-seating intents go straight to the named person on duty instead.
Build an evidence trail
The question, the source it answered from and the steward who took it on stay together.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Ticketing and access
- Ticketmaster
- SeatGeek
- AXS
- Paciolan
- Tixr
Fan channels
- Club app
- web chat
- SMS
- social DM
Venue operations
- Steward and incident systems
- Matchday control room
Agent
Fan engagement and support
- Reads the sources
- Answers the question
- Hands to a person
Service desk and CRM
- Zendesk
- Salesforce
- Freshdesk
- HubSpot
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 fan
Every control encloses the next. What survives the set is named in the map below.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether an answer may go
- L3
- Puts the conversation in a steward's hands
- L4 – L5
- Keep the answer and the source behind it
- L6
- Falls back to signposting when signals degrade
How Nestack evaluates it
Evaluate the whole conversation — not only the sentence that closed it.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the answer the fan reads
- E1Final-output evaluationDid the answer match the source it was drawn from?
- E2Step-level evaluationDid the agent read the right fixture, venue map and record?
- E3Tool evaluationDid a lookup hit the correct ticket and the correct account?
- E4Confidence calibrationDo low-confidence answers actually attract more steward amendments?
- E5Slice evaluationHow does performance change across specific question types?
- E6Business outcomeHow many conversations needed a steward or a second attempt?
Floor — the exposure the venue carries
Failure modes
Where each failure originates in the agent
Seven failure modes, each placed where it first appears.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- FE-03
Superseded matchday source
Gate or access detail read from an earlier fixture's pack.
Stage gathers
Fan message, matchday pack, venue map and ticket record
02 · Reasoning
2 modes
- FE-04
Accessible seat read as inventory
An accessible-seating enquiry is answered on the general ticket path.
- FE-06
Safety intent read as a query
An incident report is answered instead of handed to a person.
Stage proposes
Answer, wayfinding steps, flagged lines and confidence
03 · Tool / write
2 modes
- FE-02
Answer beyond the sources
The agent asserts what the configured pack does not carry.
- FE-05
Reply in the wrong thread
An answer lands on another fan's conversation.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- FE-01
Disclosure missed at the open
A conversation starts without the agent naming itself as an agent.
Stage returns
The answer the fan reads and the venue answers for
05 · Change / Version
1 mode
- FE-07
Silent escalation regression
A model or rule change narrows what the agent hands over.
Stage tracks
Model, prompt, source pack and escalation rules
- Sev-1 · acts outside the escalation boundary
- Sev-2 · a wrong answer reaches the fan
- Sev-3 · source degrades, answer routes to a steward
Affected slices
The total is calm; one question type is not
Across every conversation the steward-amendment rate looks settled; inside accessible-seating enquiries it runs several times that. Nestack reports the 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 |
|---|---|---|---|---|
| Accessible-seating enquiries | 4.0% | 3.8× | Review | |
| Refund and transfer questions | 2.8% | 2.7× | Review | |
| Away-end and visiting fans | 2.0% | 1.9× | Watch | |
| Routine wayfinding questions | 0.7% | 0.7× | Normal |
Bar: steward-amendment-rate lift vs. routine-wayfinding baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
Nothing closes until a case exists
The loop closes on a case the next release must pass, not on an explanation. That suite is what the next answer given on a matchday is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Steward amendments rise in one question type.
- 02
Diagnose
The steward who took the conversation over reads it back until one cause is left.
- 03
Improve
The fix is versioned with the conversations that motivated it.
- 04
Verify
Nothing ships while an affected case is failing.
- 05
Learn
The case is added for good, and the matchday playbook changes.
Learn → Detect
The return edge. Every following fixture is measured against a longer suite.
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, conversation workflow, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Support workflow discovery and boundary definition.Week 1
- 02Ticketing and venue-source assessment.Week 1, Week 2
- 03Disclosure, escalation and accessible-seating mapping.Week 1, Week 2
- 04Source ingestion and matchday-pack.Week 2
- 05Answering logic and source binding.Week 2, Week 3
- 06Confidence scoring and handover routing.Week 3
- 07Steward handover workflow.Week 3, Week 4
- 08Ticketing and channel integration.Week 5
- 09Answer-accuracy cases.Week 4, Week 5
- 10Guardrails and escalation controls.Week 4
- 11Conversation-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 venue, one channel | ProductionProduction fan channels | AdvancedMultiple venues / clubs |
|---|---|---|---|
| Introduced at Pilot | |||
| Answers from your configured sources | ✓ | ✓ | ✓ |
| Steward handover | ✓ | ✓ | ✓ |
| Answer-quality baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by matchday and channel | — | ✓ | ✓ |
| Handover workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Ticketing-account integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-competition rule sets | — | — | ✓ |
| Multi-stage venue approvals | — | — | ✓ |
| High matchday volume | — | — | ✓ |
| Multi-venue support 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 matchday sources and the questions fans actually ask
→Source ingestion and question mapping
Week 102Representative answered conversations
→Answering baseline, source binding and disclosure wording
Week 203Which accessibility regime your venue is under
→Disclosure, escalation and accessible-seating mapping
Week 104Access to relevant APIs, feeds or exports
→Ticketing, channel and venue-source assessment, then integration setup
Week 205Answers you would not want repeated
→Accuracy cases and the evaluation suite
Week 406Where an answer must hand over to a steward
→Confidence scoring, handover routing, guardrails and escalation controls
Week 307Named stewards and box-office staff to take handovers
→Steward handover 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 occupies the weeks it needs, so the fifth week carries two kinds of work.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Support workflow discovery, escalation mapping and the automation boundary
W2Channel integration and the answering baseline
W3Conversation workflow, confidence logic and handover controls
W4Evaluation suite, disclosure checks and failure-mode testing
W5Ticketing integration, pilot fixtures and targeted corrections
W6A run of fixtures supported under the matchday team, then handover
- Reading the band
- A band covers the weeks its work is named in, and no others. The week 5 overlap is real, not padding.
- At the end of W6
- The fixtures close validation and Agent Care assumes monitoring.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Sports & Fitness AI agent
Build a fan-engagement agent around the people who answer on matchday.
Show us your matchday sources, your channels and who takes a handover. Get a matchday answer wrong and it is repeated to thousands of fans inside the hour, so we set the boundary first.
- Typical delivery
- 4–6 weeks
- Deployment
- Your ticketing and channels
- Named handover
- Agent-disclosed
- After launch
- Agent Care available
Nestack Agents · Fan engagement and conversational support
AGT-SF-12 · Agent Care available after launch