Growth Insights for businesses looking to generate and capture more revenue
Field research from the systems we build across healthcare, education, service, and product businesses. Every statistic carries a named primary source.
Latest Insights on AI Visibility, Automation & CRM Revenue
Showing 12 of 24 insightsHow AI Overviews Absorb the Click Before It Reaches Your Site
Google AI Overviews appeared on 13.14% of queries in March 2025. We measured what happened to the ten blue links underneath — and which page structures still earned the citation.
The 5-Minute Lead Response Window Is Now 5 Seconds
Contacting a lead within five minutes made conversion 21× likelier in the original Lead Response Management study. AI agents collapsed that window — and reset the benchmark.
Why 36.8 Million Stopped-Out Students Never See Your Re-Enrollment Page
Only 2.6% of the stopped-out population re-enrolled last year. The gap is a discovery problem, not a demand problem — and answer engines now sit in the middle of it.
Getting Cited by ChatGPT: What Actually Moves an LLM Answer
We tracked 240 prompts across four verticals for 90 days. Entity clarity and primary-source citation outperformed keyword density in every cohort.
Patient Intake Agents and the HIPAA Questions You Must Answer First
A BAA, a data-retention policy, and a human escalation path. What clinical operators should require before an AI agent touches a patient conversation.
Field Service Dispatch: What Happens When Routing Runs Itself
Six months of dispatch data from a 42-truck operator. Automated routing cut idle windows and moved the SLA number before headcount changed.
SKU-Level Demand Signals Your Channel Reports Are Hiding
Distribution dashboards aggregate away the signal. A unit-economics view rebuilt at SKU level changed which products a manufacturer promoted.
Instrumenting Pipeline Before You Automate It
Automation applied to an unmeasured funnel accelerates the wrong motion. The four fields we define before a single workflow ships.
Perplexity Sends Fewer Visits and Better Ones
Answer-engine referrals arrive later in the buying cycle. Session depth, form completion, and close rate across 18 accounts.
Enrollment Advisors Spend 61% of the Day Not Advising
A time-and-motion study across three admissions teams. Which tasks an agent absorbed, and which ones a human had to keep.
Speed to Lead in Multi-Location Healthcare Groups
Twenty-two clinics, one phone tree, and a 34-hour median callback. Where the handoff broke and what closed it.
The Qualification Script Your AI Agent Should Refuse to Follow
Scripted qualification produces booked calls that never close. Intent-first branching, and how to measure the difference.
Schema Markup Is Not Dead — It Changed Audience
Structured data now feeds retrieval, not just rich results. The three schema types that showed up most in cited answers.
Recovering $1.4M of Pipeline From an Untouched CRM
Closed-lost is not a graveyard. How a product manufacturer re-scored 11,000 dormant records and what re-opened.
Service SLAs Are Promises Your Intake Form Cannot Keep
An audit of 60 service-business intake flows. Median time from submission to first human contact: 19 hours.
Agent Handoff Design: When the Machine Should Stop Talking
Escalation thresholds, confidence scoring, and the two sentences that keep trust intact during a handoff.
What Clinical Buyers Ask AI Search Before They Ask You
A prompt-space map of 1,800 healthcare service queries, and the citation gaps sitting inside them.
Attribution After the Click Disappears
When the answer engine keeps the session, last-touch reporting lies. A measurement model that survives zero-click discovery.
Program Pages That Answer the Question Students Actually Typed
Cost, length, transfer credit, outcome. Restructuring four fields moved organic and answer-engine visibility together.
Warranty and Returns Automation Without Losing the Customer
Product operators automate the refund and lose the relationship. The exception paths worth staffing with humans.
Every Statistic We Publish Carries a Named Primary Source
Our research standard, written down: source hierarchy, recency limits, and what we do when a vendor is the only citation.
Routing Rules Beat Round-Robin in Every Cohort We Measured
Skill-based routing versus round-robin across four verticals. The close-rate delta held even at low lead volume.
After-Hours Booking Is 38% of Service Demand
Inbound volume by hour across 30 service businesses. What an always-on agent captured that voicemail did not.
Channel Conflict Is a Data Problem Before It Is a Sales Problem
Distributor and direct pipelines competing for the same account. A shared signal layer that ended the argument.
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AEO / LLM Visibility
Get cited by ChatGPT, Perplexity, and Google AI Overviews when buyers ask.
/aeo-llm-visibility/ →Intelligent Automation
AI agents that answer, qualify, and book while your team sleeps.
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Healthcare
Patient acquisition, intake response times, and BAA-ready systems.
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Enrollment pipeline from first search to first day of class.
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After-hours capture, dispatch, and SLA accountability.
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Channel demand signals and unit-economics visibility.
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A free strategy audit maps your AI search visibility, response times, and CRM gaps against the businesses you compete with.