Platform review01
4 / 9AI platforms on Core / Enterprise
Scrunch now reaches beyond AI-search monitoring into agent traffic, site diagnostics, and bot-facing content delivery. That technical depth is distinctive—but much of it sits outside the $250 Core plan.
September 15, 202612 min read
Platform review02
3 layersconnecting Insights, Actions, and Context
AirOps combines AI-search intelligence with configurable content workflows. Its depth is a real advantage for mature operators—and a reason to price the people, controls, and task consumption required to run it.
September 8, 202611 min read
Platform review03
3 modelschosen on each self-serve brand plan
Peec AI makes brand, prompt, competitor, and source monitoring approachable. The buying decision turns on whether its focused analytics layer fits your coverage needs and your team can supply the execution workflow around it.
September 1, 202610 min read
Platform review04
3 tierswith materially different operating scope
Profound has credible enterprise depth. The buying decision turns on whether its demand data and agents justify the sharp jump from a narrow Starter plan to Growth or Enterprise.
August 25, 202611 min read
Platform review05
7 checksfor a proof-of-work evaluation
A buyer should test AthenaHQ as an evidence and operating system—not accept a feature checklist, a vendor promise, or a competitor review as the verdict.
August 25, 202610 min read
Buyer economics06
4 costsdata, prompts, seats, and services
The sticker price is only one line. Prompt volume, model coverage, seats, exports, and services determine the real operating cost.
August 13, 20268 min read
Measurement07
3 layersvisibility, influence, and revenue
AI visibility creates a chain of evidence. Treat mentions and citations as leading indicators, then connect referrals and pipeline without claiming more causality than the data supports.
August 6, 20269 min read
Platform comparison08
9platforms grouped by buyer fit
The useful shortlist depends on whether the job is enterprise intelligence, integrated SEO, lightweight monitoring, technical execution, or a full insight-to-content workflow.
July 30, 202611 min read
Platform comparison09
2 pathsfocused monitoring or connected execution
Both address AI-search visibility. The decision turns on the depth of evidence, the path from monitoring to execution, and the amount of operating structure your team needs.
July 23, 20269 min read
Agency buying10
5 scopesaudit, monitor, create, distribute, and report
There is no dependable universal rate card. Scope the prompt market, evidence, publishing work, and reporting cadence before comparing retainers.
July 16, 20268 min read
Competitive measurement11
5 cutsprompts, models, markets, dates, and evidence
A useful benchmark controls the prompt market, model mix, and date range before it compares share of voice, citations, or sentiment.
July 9, 20269 min read
Implementation12
12 stepsfrom baseline to re-observation
Twelve steps take a team from a controlled baseline to published evidence and repeated measurement—without pretending there is a universal ranking recipe.
July 2, 202610 min read
Citation mechanics13
3distinct layers: retrieval, grounding, and display
There is no public universal formula. The useful answer starts by separating what a system retrieves, what it uses, and what it actually shows.
June 25, 20269 min read
Measurement14
1 ratiocited eligible answers divided by all eligible answers
Citation rate can be useful, but only when the target, prompt set, engines, time window, and denominator travel with the number.
June 18, 20268 min read
Strategy15
2 layerssearch visibility and answer-level visibility
The foundations overlap. The observable outcome changes from a ranked page to a synthesized answer containing mentions, recommendations, and sources.
June 11, 20267 min read
Measurement16
4 signalsmention, citation, recommendation, and position
A reliable audit starts with a fixed prompt panel, a repeatable observation record, and separate fields for mentions, citations, recommendations, and position.
June 4, 20268 min read
Tool comparison17
12 toolsgrouped by the job each product is best equipped to handle
The category now spans answer monitoring, traditional SEO, content operations, and technical optimization. Choose the job before the logo.
May 28, 202611 min read
Tool comparison18
10 platformscompared by evidence depth, workflow, and team fit
The useful comparison is not who has the longest feature list. It is which platform preserves the evidence your team needs to make the next decision.
May 21, 202610 min read
Enterprise19
10 toolscovering monitoring, content operations, technical health, and market intelligence
Enterprise GEO is a governance problem as much as a monitoring problem: many brands, markets, models, teams, and published actions must stay comparable.
May 14, 202611 min read
Tool comparison20
9 toolsevaluated by citation evidence, not a generic AI feature count
A citation tracker is only as useful as its counting rule. The shortlist begins with answer-level evidence, exact URLs, and comparable prompt cohorts.
May 7, 202610 min read
Agencies21
8 toolsmapped to agency audits, delivery, content, and reporting
Agencies need more than a dashboard: fast audits, client separation, repeatable evidence, prioritized actions, and reporting that survives scrutiny.
April 30, 20269 min read