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The AI Search Leadership Brief.
Twenty five questions for the room where AI search investment gets decided.
Part 01
Frame the shift
FREDA · FrameEstablish what is actually changing before anyone defends a position.
- 01Where are our customers now asking questions that used to start with a search result?
- 02Which parts of discovery, evaluation and recommendation are already mediated by an AI system?
- 03If a buyer never reaches our site during early research, how do they still meet our brand?
- 04Are we treating this as another channel, or as a change in how the market forms preference?
- 05What becomes strategically important once rankings stop being the only evidence of visibility?
Reading the curve…
Part 02
Relate it to business pressure
FREDA · RelateConnect the shift to the pressure the room is already under.
- 06Which revenue categories are most exposed if a competitor becomes the recommended answer?
- 07Where are we losing consideration before a buyer reaches anything we own?
- 08Which executive feels this first: the CMO, the CFO, product, sales or customer success?
- 09What current pressure makes this urgent right now: growth, efficiency, competition, retention or reputation?
- 10If we wait six months, what gets harder or more expensive to recover?
Part 03
Make the upside credible
FREDA · ExciteName upside the room can believe, sized to what this business can actually do.
- 11Where could stronger presence in AI answers create commercial advantage we can name?
- 12Which topics are important enough that winning them changes how the business is seen?
- 13Where are we already within striking distance of the competitors being cited?
- 14What does a meaningful win look like ninety days from now?
- 15Which existing strength could we amplify: content, expertise, reputation, data, distribution or customer evidence?
TalkProof
Part 04
Demonstrate with evidence
FREDA · DemonstrateStop the conversation going abstract. Put something on the table.
- 16Which AI systems actually matter to our audience and category?
- 17Which prompts and buyer questions are worth monitoring, and who chose them?
- 18Are we measuring only whether we appear, or also how prominently and which sources carry the answer?
- 19Which third party sources, communities, publishers or reviewers are shaping the answer about us?
- 20What would we need to show leadership so they can decide without pretending attribution is perfect?
Signal Decay Analysis
Tracking 46 ecosystem signals across their lifecycle. Hover a curve to focus, click to open the brief.
29 High15 Fading2 Dead
In focus
OpenAI × IBM
The consultancies are now the delivery channel for frontier models.
Strength90%
Time to dead70w
Part 05
Ask for movement
FREDA · AskLeave the room with a decision, an owner and a date.
- 21What decision needs making now, and who owns it?
- 22What is the smallest credible action we can take in the next thirty days?
- 23Which team needs to be involved and is missing from this room?
- 24What budget, access, data or approval is blocking progress today?
- 25What will we stop doing to make capacity, and when do we review the evidence again?