Built for the people
who own the answer.

The CMO needs to defend marketing spend in a board cycle where AI search is rewriting the funnel. The job is to convert AI visibility from an anxious unknown into a quarterly KPI the CFO accepts and the board recognizes.

• 01

  AIVS quarterly KPI brief

  PDF · 4 pages

  Cadence · Quarterly

  A board-ready memo: AIVS movement, cohort percentile, the three categories driving the change, and the recommended budget reallocation.

• 02

  Live AIVS dashboard

  Web dashboard

  Cadence · Continuous · refreshed daily

  AIVS score, ten-category readout, peer-relative position, and the underlying AI answer evidence behind every figure.

• 03

  Competitive Position alerts

  Email · Slack

  Cadence · Real-time on material moves

  Triggered when a named peer materially changes position on a head-to-head buyer question. Includes the verbatim AI answer that shifted.

• 04

  Channel attribution view

  Dashboard module

  Cadence · Refreshed weekly

  Maps owned content, paid placements, and earned mentions to citation lift in AI engines — so reallocation is evidence-backed, not theatrical.

• 05

  Executive briefing template

  Slide deck · editable

  Cadence · Refreshed quarterly

  Pre-built board slide with the AIVS, cohort position, top three movements, and recommended actions — drop into your QBR deck unchanged.

Weekly: scan the executive brief, action the top movement. Monthly: review channel attribution, reallocate paid budget. Quarterly: present the KPI memo to the board.

The Board and CEO need to know whether the company is being correctly represented in the AI layer buyers, regulators, and analysts increasingly use. The job is risk-grade visibility into a channel the company does not own.

• 01

  AIVS one-pager

  PDF · 1 page

  Cadence · Quarterly

  Score, cohort percentile, trend, top three risks, top three opportunities. Auditable footer with methodology version and refresh timestamp.

• 02

  Hallucination ledger summary

  PDF · executive summary

  Cadence · Quarterly

  Material AI misrepresentations observed in the period, classified by severity, with remediation status. Counsel-reviewable.

• 03

  Risk register entry

  Structured export · CSV / JSON

  Cadence · Quarterly

  AI representation risk delivered in a format your enterprise risk register accepts directly. Includes residency and audit-trail metadata.

• 04

  Board observer access

  Read-only portal seat

  Cadence · Continuous

  A non-operating board member can log in mid-cycle to see live AIVS and the underlying evidence without going through management.

• 05

  Annual letter appendix

  Drafted prose · editable

  Cadence · Annual

  Pre-drafted language for the AI representation paragraph in your annual letter — accurate, hedged appropriately, lawyer-friendly.

Quarterly: receive the one-pager before the board meeting. Mid-cycle: read-only portal for spot checks. Annual: incorporate the letter appendix.

Comms owns the company's external narrative. The job is to detect when AI engines are rewriting that narrative — incorrectly, prematurely, or off-message — and intervene before the misstatement becomes the buyer's belief.

• 01

  Live hallucination ledger

  Web dashboard · streaming

  Cadence · Continuous

  Every material AI misrepresentation captured verbatim, attributed to the engine, timestamped, classified by severity, and routed with a remediation path.

• 02

  Narrative drift report

  PDF · 6 pages

  Cadence · Monthly

  Adjective and framing language AI engines use about the company, tracked over time. Catches slow tonal shifts that human monitoring misses.

• 03

  Severity-routed alerts

  Email · Slack · Teams

  Cadence · Real-time

  Tier-1 misrepresentations (incidents, leadership, regulatory) page the on-call comms lead. Lower severities batch into the daily digest.

• 04

  Remediation playbook templates

  Document set · editable

  Cadence · Refreshed quarterly

  Pre-built response templates by hallucination type — owned-content correction, schema fix, formal engine-vendor escalation, customer-facing statement.

• 05

  Engine escalation contacts

  Directory · maintained

  Cadence · Continuous

  Vetted points of contact at each of the six engine vendors for formal correction requests. Maintained by our research team; you skip the discovery.

Daily: scan the ledger digest. Hourly during incident windows: real-time alerts route to the on-call lead. Monthly: present narrative drift trends to the CMO.

PE and VC investors need to assess AI visibility as a diligence input pre-investment, and monitor it as a value-creation lever post-investment. The job is portfolio-grade visibility — many companies, one operating standard.

• 01

  Pre-investment dossier

  PDF · 8 pages per target

  Cadence · On-demand

  Target company's AIVS, cohort position, top risks, evidence base, and a competitive read against named peers. Turnaround typically under five business days.

• 02

  Portfolio dashboard

  Multi-tenant web dashboard

  Cadence · Continuous

  Every portfolio company's AIVS in one view. Sortable by movement, risk, cohort position. Drill into any company's full evidence base.

• 03

  Value-creation playbook

  Per-portfolio-company brief

  Cadence · Quarterly

  Three to five prioritized AI visibility moves per portfolio company, scored by effort and likely AIVS impact, assignable to portfolio operating partners.

• 04

  Investment committee summary

  Slide module

  Cadence · Per-deal

  Drop-in IC slide summarizing AI visibility posture and material risks. Designed to be defensible under partner challenge.

• 05

  Exit-readiness assessment

  PDF · 6 pages

  Cadence · Annual or pre-exit

  AI visibility posture framed for strategic acquirers and IPO bankers — both as upside narrative and as risk disclosure.

Pre-deal: dossiers on diligence targets. Quarterly: portfolio review with operating partners. Annual: exit-readiness for companies in the sale window.

Category-leading companies have more to lose than to gain from AI visibility — they are the incumbents AI engines should recommend, and any drift downward is existential. The job is to defend the leader position in the answer layer.

• 01

  Category leadership dashboard

  Web dashboard

  Cadence · Continuous

  Your share of category-defining buyer questions where AI engines name you in the lead position. Tracked across all six engines.

• 02

  Challenger movement alerts

  Email · Slack

  Cadence · Real-time

  Triggered when a named challenger materially closes the gap on a head-to-head prompt. Includes the verbatim shift and a recommended response.

• 03

  Sector authority report

  PDF · 12 pages

  Cadence · Quarterly

  Comprehensive read of the category's AI visibility landscape — who AI engines name as leader, runner-up, and rising threat, with the evidence behind each verdict.

• 04

  Industry Authority audit

  PDF · 8 pages

  Cadence · Semi-annual

  Map of the analyst reports, regulator references, and trade-association lists AI engines lean on for your category — and where you currently sit in each.

• 05

  Annual category index

  PDF · published whitepaper

  Cadence · Annual

  Co-published industry report establishing the methodology and the leadership picture for your category. Citable in your own marketing.

Continuous: dashboard for the operating team. Real-time: challenger alerts. Quarterly: sector authority report to the executive team. Annual: published category index.

IR owns the equity story. Retail investors and an increasing share of institutional analysts use AI to summarize earnings, leadership, strategy, and risk. The job is to know what AI is telling those audiences — and to correct it when it's wrong.

• 01

  Equity-story AI readout

  PDF · 6 pages

  Cadence · Per earnings cycle

  How AI engines summarized the company's last quarter, leadership, strategy, and outlook — verbatim, attributed, and benchmarked against peers.

• 02

  Retail investor question monitor

  Dashboard

  Cadence · Continuous

  The questions retail investors ask AI about the company — what is answered well, what is hedged, what is missing entirely from the engines' answers.

• 03

  Analyst language tracker

  Monthly brief

  Cadence · Monthly

  The framing language AI engines associate with the company in analyst-style queries. Catches narrative drift before it surfaces in sell-side notes.

• 04

  Earnings-day briefing

  Two-pager · pre-call

  Cadence · Per earnings cycle

  Delivered 24 hours before the earnings call: the three AI narratives likely to surface on the call, with prepared response language.

• 05

  Disclosure-quality fact audit

  PDF · 4 pages

  Cadence · Semi-annual

  Where AI engines state material facts about the company that disagree with public disclosures — surfaced for IR and counsel review.

Per earnings cycle: equity-story readout and earnings-day briefing. Monthly: analyst language tracker. Semi-annual: disclosure-quality fact audit with counsel.