Executive & Strategy
Investor and analyst sentiment tracking
Track how investors, analysts, and trade press characterise the business over time, extracting the recurring concerns and the questions likely to come up at the next results presentation.
40–60%
reduction in investor sentiment analysis time
Opportunity assessment
Minor improvement. Small efficiency gain with limited effect on overall turnover or bottom line.
Relatively straightforward. Off-the-shelf tools handle the core task. Implementation is well-understood with good examples to follow.
Light data requirements. Uses straightforward inputs — documents, product descriptions, customer records — that are usually accessible with minimal prep.
Moderate risk. Some customer or external exposure. Errors create rework or reputational impact but are recoverable.
Very easy to absorb. Runs quietly in the background or gives people a helpful new input. Makes everyday work easier with almost no friction.
Tooling required
Things to consider
Analyst notes and call transcripts are the substantive sources. General media sentiment is noisier and rarely changes an investor relations decision.
For a listed business, anything produced here informs disclosure and must go through the usual controls. Do not let an AI-generated summary of market expectation leak into external communication unreviewed.
Tracking the shift in a recurring concern matters more than its level. A concern that has been raised on four consecutive calls is a communication failure, not a sentiment reading.
Experiment starter: Analyse the last eight quarters of analyst notes and call transcripts for recurring themes. Present the top three to the CFO and ask whether the results narrative currently addresses them directly.
Go deeper in the playbook
Section — Opportunity Identification, including the AI Opportunity Assessment ScorecardSection — RAG and Knowledge Systems: Unlocking Proprietary DataThis is an decision support opportunity — see the relevant playbook section for how to approach it.More in Executive & Strategy
Market and competitor intelligence briefing
Produce a recurring intelligence briefing from competitor announcements, results, pricing moves, job postings, and sector commentary, filtered to what is decision-relevant for this business.
Board question anticipation and preparation
Analyse a draft board pack against previous minutes, the board's known concerns, and the underlying data to predict the questions non-executives will ask and identify where the pack is weak.
Acquisition screening and due diligence support
Screen potential acquisition targets against strategic criteria and accelerate diligence by summarising data room documents, extracting key terms, and flagging inconsistencies between sources.
AI Transformation Playbook
Ready to assess your own opportunities?
The playbook gives you the full 150-opportunity directory, scoring tools, and 100+ templates for every stage of an AI transformation programme.