RapidKnowHow: AI-TRANSFORMATION Leadership Delivered

Make best practice the standard. Ship decisions in minutes. Scale leadership anytime, everywhere – Josef David

Strategy & Positioning

• ICP — Ideal Customer Profile: the type of company or buyer you serve best (e.g., “mid-market industrials in EU”).
• GTM — Go-to-Market: how you win customers (channels, funnel, coverage).
• CTA — Call to Action: the concrete next step you ask for (e.g., “Book a 30-min fit call”).
• NPS — Net Promoter Score: loyalty metric from −100 to +100 based on “recommend?” survey.

Problem-Solving & Prioritization

• MECE — Mutually Exclusive, Collectively Exhaustive: structure issues so items don’t overlap and cover the whole problem.
• ICE — Impact × Confidence ÷ Effort: quick way to rank initiatives by payoff versus difficulty.
• RICE — Reach × Impact × Confidence ÷ Effort: prioritization adding “how many affected” (Reach).
• H1 / H2 / H3 — Hypotheses 1/2/3: statements you test to explain the outcome gap.
• A/B — A/B Test: run version A vs B to see which performs better, statistically.

Finance & Economics

• ROI — Return on Investment: (benefit − cost) ÷ cost; we also use “12-month ROI”.
• EV — Expected Value: price or fee × win probability (used in proposal economics).
• EBIT — Earnings Before Interest & Taxes: operating profit measure; often a target KPI.
• TCO — Total Cost of Ownership: full cost to build or buy (setup + run + maintenance).
• KPI — Key Performance Indicator: the success metric you’re aiming to move (e.g., “gross margin +3 pts”).

AI, Data & Platforms

• MLOps — Machine-Learning Operations: deploy, monitor, retrain and govern models safely.
• CI/CD — Continuous Integration / Continuous Delivery: automated build, test and deploy pipeline.
• PII — Personally Identifiable Information: data that can identify a person; needs special handling.
• RBAC — Role-Based Access Control: users only see data and tools allowed by their role.
• Model Registry — System of record for model versions and approvals.
• Drift — Model/data performance shift over time; requires monitoring and retraining.
• GenAI — Generative AI: systems that create text, images, code, etc., from prompts.

Sales, Pipeline & Delivery

• CRM — Customer Relationship Management: system to track contacts, deals and activities.
• Win Rate — % of qualified opportunities you close (not an acronym, but core metric).
• PMO — Project Management Office: function that governs large projects and portfolios.

Planning & Cadence

• Q1 / Q2 / Q3 / Q4 — Calendar or fiscal quarters (3-month blocks).
• FY — Fiscal Year: your accounting year (e.g., FY2026).
• v1 — Version 1: first working release you ship to users (“prove value fast”).
• Sprint — Fixed timebox (often 1–2 weeks) to build and ship increments.

Commercial Packaging & Offers

• Pilot — Small, time-boxed engagement to prove value and de-risk a larger rollout.
• Tiered Offer — Three options (e.g., Pilot / Core / Flagship) to match scope and price to value.
• Risk Reversal — Mechanism that reduces buyer risk (e.g., milestone-based fees or opt-out gates).

Governance & Compliance

• SLA — Service-Level Agreement: commitments on availability, quality or timeliness.
• Audit Trail — Record of who changed what and when (models, data, access).
• Guardrails — Technical and policy limits that keep AI use safe and compliant.