Scaling AI search visibility by 420% in 12 weeks.
A global FinTech was losing organic share to AI-first competitors. We rebuilt their entity layer, engineered citation surfaces, and turned them into the cited answer across every major LLM in their category.
Problem, strategy, implementation.
Discovery had shifted to AI assistants faster than the SEO function could adapt. The brand was invisible across ChatGPT, Perplexity and Gemini for high-intent comparison queries, while competitors with thinner brands occupied the answer set.
Rebuild the entity layer end-to-end: canonical schema, knowledge-graph injection across structured sources, agentic citation engineering, and a daily eval harness that scored visibility per LLM, per market, per product line.
A 12-week engagement deployed across 38 markets and 4 product lines. Three Ptimz engineers embedded with the in-house growth and content teams, with a senior solutions architect leading delivery.
Kickoff to compounding outcomes.
Discovery
Crawl, entity audit, citation baseline, LLM eval harness stood up.
Foundations
Schema rebuild, knowledge-graph injection, source-of-truth consolidation.
Citation engineering
Agentic citation surfacing across 9 high-authority surfaces.
Multi-market rollout
38-market localization with per-market eval.
Handover & monitoring
Daily eval dashboards, runbooks, and CS ownership transfer.
Outcomes signed off by the client's CFO.
"We were watching our brand quietly disappear from AI-driven search. Ptimz didn't just diagnose it — they rebuilt the infrastructure that put us back in the answer set, and now we're cited more than the incumbents."
What we actually built with.
Related case studies.
What could we ship for you?
A 30-minute session with the engineers who would lead your deployment. No slides, no sales — a working conversation.