Solved problems. Proven solutions.

Measure AI visibility as sampled coverage, not as a universal rank position. Start with a controlled query set tied to real customer intents. Group prompts by problem, product/service category, comparison, informational question, brand/entity question, and local intent where relevant. Preserve the exact wording so tests are repeatable. For each observation,…

Measure a controlled prompt set and the evidence around it instead of presenting one number as a universal rank. Build a prompt library grouped by intent: category discovery, problem/solution, comparison, local/service-area, brand/entity, and transactional research. Document the exact prompt, platform, date, account state if relevant, and geography or langu…

MRR and churn are lagging metrics. To improve retention, track the conditions that usually appear before churn. Build an account-health view with five groups of signals: 1. Delivery reliability: percentage of promised deliverables completed on time, open tasks older than the agreed SLA, and repeated blockers. A client that repeatedly waits for promised work…