Event sponsors cannot see exactly what they are buying

The problem

A sponsor deck may promise exposure without an auditable audience baseline, defined placements or a fulfilment checklist.

Agent job

Reconcile audience figures; enumerate each sellable placement; flag double-booked benefits; draft a clear evidence-backed sponsor inventory and post-event proof checklist.

Expected output

Sponsor inventory workbook, draft short deck and fulfilment checklist; no sponsor list harvesting or outreach.

Why an agent / simpler alternative

Assessment

The agent can reconcile audience definitions and expose overlapping sponsor benefits across a messy plan. A spreadsheet is better for stable inventory and arithmetic. The organiser must decide pricing, exclusivity, contractual commitments and which audience claims are defensible.

Setup requirements

Items

1. Aggregate attendance evidence with definitions and dates

2. Inventory of physical/digital placements and capacity

3. Existing sponsor commitments with confidential details minimized

4. Event owner and a human approval path for package prices and promises

Inputs and access

1. Name

   Organiser-owned aggregate prior attendance data

   Source or owner

   Prospective consenting customer or specified official publisher

   Sensitivity

   Use synthetic, public or appropriately deidentified material; confirm actual sensitivity before work

   Permission needed

   Owner authorizes scoped access and processing; verify rights and retention before receiving files

2. Name

   Available sponsorship placements and capacity

   Source or owner

   Prospective consenting customer or specified official publisher

   Sensitivity

   Use synthetic, public or appropriately deidentified material; confirm actual sensitivity before work

   Permission needed

   Owner authorizes scoped access and processing; verify rights and retention before receiving files

3. Name

   Approved event dates, assets and existing commitments

   Source or owner

   Prospective consenting customer or specified official publisher

   Sensitivity

   Use synthetic, public or appropriately deidentified material; confirm actual sensitivity before work

   Permission needed

   Owner authorizes scoped access and processing; verify rights and retention before receiving files

Proposed steps

1. 1

   Define event scope and collect existing commitments before drafting any new package.

   Expected output: Commitment and inventory register

   Approval gate: Organiser approves access; do not contact sponsors.

2. 2

   Reconcile attendance figures and label unique attendees, visits and impressions separately.

   Expected output: Audience evidence sheet

   Approval gate: Unsupported reach estimates remain blank.

3. 3

   Enumerate placements with capacity, delivery owner, deadline and required proof.

   Expected output: Sponsor-benefit inventory

   Approval gate: No benefit is sellable merely because the agent suggested it.

4. 4

   Draft packages and check each against exclusivity and capacity constraints.

   Expected output: Draft package matrix and collision flags

   Approval gate: Organiser decides prices and available benefits.

5. 5

   Generate a short deck and post-event proof checklist from approved information.

   Expected output: Editable sponsor pack

   Approval gate: Do not guarantee sponsor return, attendance or sales.

6. 6

   Review every promise with the organiser and produce a delivery-owner handoff.

   Expected output: Approved preparation pack

   Approval gate: External delivery, negotiations and binding commitments require separate human approval.

Synthetic output illustration — not an executed result

Synthetic

Yes

Executed

No

Text

SYNTHETIC: Package Gold and Package Headline both promise the sole entrance banner. Capacity: 1; allocated: 2; status: CONFLICT. Prior attendance: 600 check-ins, not unique audience reach. These are invented planning records.

Human approval boundaries

1. Organiser approves data, prices, benefits and claims; only a human may approve sponsor delivery, outreach or commitments.

2. Human service provider reviews quality, scope and quoted fee; customer approves contract, delivery recipients and payment terms. Separately approve purchases, credentials, publication and external sends. No commitments or payments are made in this research.

Failure modes

1. Attendance is confused with unique reach

2. Benefit inventory exceeds actual capacity

3. Historic data does not predict this event

4. Sponsor commitments can become binding

Recovery and troubleshooting

Items

1. If historical figures cannot be verified, remove the numbers and state the evidence gap.

2. If an exclusive benefit is already committed, block the conflicting package until the organiser decides a revision.

3. If fulfilment is impractical, revise the offer before any sponsor communication rather than relying on later delivery.

Unexecuted validation plan

Sample setup

Use synthetic event data and five packages with overlapping exclusive placements.

Acceptance checks

1. All audience figures have a definition and source

2. Every placement has capacity and delivery owner

3. Double-booked exclusivity flagged

4. No guaranteed return on sponsor investment

Stop conditions

1. Stop if data authority or rights are unclear.

2. Stop if critical seeded failures are missed; do not claim readiness.

3. Stop if manual correction time exceeds the pilot effort budget without customer approval.

Executed

No

Costs and effort — unknown or hypothetical

Status

unknown_or_estimate

Currency

CAD

Items

1. Agent subscription/API usage: not quoted; verify current plan and commercial data terms.

2. Human intake, rights review, QA and revisions: unknown until timed pilot.

3. Storage, hosting, integration and payment-processing costs: excluded unless separately agreed.

4. Customer acquisition and support time: not measured.

Caveat

No margin or income estimate. Price hypotheses are editorial offer tests, not observed market rates; taxes, scope and effort require a real quote.

Proposed service concept — earnings not verified or guaranteed

Buyer

Small community-event organiser

Deliverable

Sponsor inventory workbook, draft short deck and fulfilment checklist; no sponsor list harvesting or outreach.

Charging basis

Fixed preparation fee paid by organiser; no guarantee or commission assumption about sponsorship revenue.

Acquisition channel

Permission-based discovery with existing professional contacts, referrals or an opt-in sample page; none executed.

Assumptions

1. Customer has this unresolved problem and values a reviewed deliverable above existing built-in alternatives.

2. A consenting pilot confirms data access, achievable quality and economically tolerable review time.

3. Provider can deliver within a written scope and supports the result.

Revenue guarantee

No

Canadian adaptation — proposed

Proposed Canadian pilot: label CAD versus any other currency, use the event’s local timezone and distinguish local attendance evidence from broader online reach. Confirm English/French collateral scope and owner-approved sponsor wording. Any tax, contract or venue requirements remain with the organiser; no sponsorship result or compliance claim.

Limits

1. Original proposed plan; untested.

2. Problem and capability references are evidence of context only, not demonstrated end-to-end success, customer demand, willingness to pay or profitability.

3. Compatibility, workload, delivery effort and availability must be verified in a real authorized pilot.

4. Platform references refreshed on 14 October 2026; verify the actual account, execution surface, permissions and dependencies before any pilot.

Candidate platforms — compatibility untested

1. Name

   Claude (Cowork capabilities)

   Required capabilities

   1. Read supplied files and produce editable documents and spreadsheets.

   Capability source urls

   1. https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork

   2. https://support.claude.com/en/articles/16761823-claude-cowork-and-chat-are-one-claude

   Workflow compatibility

   Unknown; verify in the proposed first test.

   Historical candidate name

   Claude Cowork

   Selection basis

   Editorial candidate from general capabilities; exact end-to-end fit untested.