GEO · AEO · AI-driven workflows

Search moved.
Be the answer.

Your buyers ask ChatGPT, Perplexity, and Google AI Overviews — and their agents shortlist vendors before a human ever opens a website. Crescendo runs GEO/AEO programs that measure whether AI systems cite you, show who they recommend instead, and close the gap. And when the fix is a system rather than a page, we build that too.

5 AI engines checked weeklyNamed competitor gapsWorkflows built when pages aren’t enough
AI citation matrix — live
78% cited
AI OverviewChatGPTPerplexityClaudeGeminibest crm for small agencies+++×+how to sell a dental practice+×++·top hvac companies in austin×++++saas pricing benchmarks 2026++·+×is invisalign worth it+×+++
5 engines · 42 priority querieschecked 2 min ago

Tracking citations & rankings across

Google AI OverviewsChatGPTPerplexityClaudeGeminiGoogle SearchGoogle AI OverviewsChatGPTPerplexityClaudeGeminiGoogle Search

The shift

Rankings tell you half the story.
Citations tell the rest.

When someone asks an AI assistant “what’s the best option for us?”, the engine answers with a handful of sources — and everyone else is invisible. Position #3 on Google means nothing if ChatGPT never mentions you. None of it shows up in your analytics, because a recommendation isn’t a click.

We treat AI citations as a first-class metric: checked weekly across five engines, trended over time, and compared against the competitors getting cited in your place.

5 engines

Google AI Overviews, ChatGPT, Perplexity, Claude, and Gemini — one matrix.

Per-query

Live citation checks on real buyer questions, not vanity keywords.

Zero guessing

Every metric grounds in actual SERP data and real LLM responses.

The core practice

GEO & AEO: get cited by the systems doing the choosing.

Generative and answer engine optimization is the work of becoming the source AI systems cite. We focus on the people behind the prompts — what your buyers actually ask, and why — not just who ranks for what. Then we measure where you stand, show who gets recommended instead, and close the gap, query by query.

Citation tracking, five engines

Weekly checks of your priority buyer questions across Google AI Overviews, ChatGPT, Perplexity, Claude, and Gemini — logged so trend lines exist.

Competitor gap analysis

Every uncited query names who beat you. We diagnose the gap — content, specificity, freshness, or authority — and turn it into a build queue.

Content, entity & schema work

Answer-first pages, structured data that matches what's on them, and the entity cleanup that makes engines confident enough to cite you.

Reporting your CEO can read

Citation rate, share of voice against named competitors, and what we did about the losses. Deltas over levels, every month.

The capability

When the fix is a system, we build the system.

Visibility work keeps surfacing the same follow-on problems: content that needs a production pipeline, intake that needs triage, data that needs extraction before anyone can publish it. We build AI-driven workflows end to end — retrieval, agents, structured extraction, evals — including for organizations with real data requirements. Private AI on dedicated hardware for sensitive workflows; frontier cloud models under zero-data-retention terms for everything else.

data boundary — by sensitivity
routing policy
PRIVATE INFERENCEisolated

self-hosted models · your hardware

handles → PHI, privilege, trade secrets

YOUR CLOUD (VPC)contained

models inside your tenancy

handles → regulated internal data

FRONTIER CLOUD · ZDRno retention

Claude / GPT · zero-retention terms

handles → everything else, at full capability

sensitive data never leaves the boundary you setaudit-logged

How we work

A proactive partner, not just an agency.

Proactive by default

We don't wait for you to ask. Strategies, findings, and updates come to you — you'll never have to chase your own agency for a status.

Slack with your team

We integrate into your Slack so you can talk to us every day, not once a month through an account manager.

Month-to-month contracts

Needs change fast. Our contracts are built to bob and weave with you — give us 30 days' notice and we shift gears, no hostage clauses.

Sprints synced to yours

Two-week sprint meetings matched to your team's cycle, so our work lands inside your pipeline instead of next to it.

Impact on every line item

Every recommendation ships with estimated impact — and dev-ready requirements docs: background, problem, goal, expected result. Your engineers know exactly where it fits.

Revenue, not vanity metrics

Businesses run on money. We prioritize by what moves pipeline — not impressions, not clicks, and not a prettier dashboard.

Get started

The engines are already
answering for you.

Tell us what you’re trying to get cited for — or what we should build. We’ll come back with a baseline and a fixed-scope plan, usually within a week.

or email jeremy@meetcrescendo.com