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What happened
We test standardized, unbranded buyer questions and document where your business appears, where it drops out, and who AI prefers instead.
AI COMPETITIVE INTELLIGENCE FOR LOCAL BUSINESS
See who AI recommends.
And why.
When customers ask ChatGPT and other AI platforms who to hire, the important question is not only whether your business appears. It is why another company gets recommended instead. Piperly investigates that gap and shows you what is most worth fixing.
No sales call requiredEvidence-backedNext-business-day delivery
AI Recommendation SnapshotBenchmark
MENTION RATE0%
TESTED RESPONSES24
TOP COMPETITORCompetitor A
Notable finding
Your business has strong customer proof, but competitors package and corroborate their evidence more clearly for AI systems.
THE AI SHORTLISTVisibility is only the beginning.
01AbsentNot surfaced
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02MentionedIncluded
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03RecommendedActively suggested
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04PreferredLeading choice
THE INVESTIGATION
What happened.
Why it happened.
What to do.
You can check ChatGPT yourself. Piperly goes further by tracing the recommendation result back to the competitor evidence, independent corroboration and intent signals behind it.
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Why it happened
We investigate the competitors that won, verify the evidence supporting them, and compare that evidence with what is available for your business.
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What to do
We turn the evidence gap into a prioritized action plan so you know which fixes are most worth your time, money and attention—and what to re-test afterward.
THE DELIVERABLE
Not another dashboard.
A competitive investigation.
Measurement tells you the result. The audit investigates the evidence behind that result and turns it into decisions you can act on.
- AI recommendation baselineWhere you appear, where you don’t, and which competitors surface most often.
- AI Evidence Gap MatrixA side-by-side view of the trust, authority, reputation and intent evidence behind the recommendation gap.
- Verified competitor analysisWhat winning competitors are doing differently, separated into what we observed, independently verified and inferred.
- Five prioritized actionsEach tied to a finding, evidence, expected impact and implementation effort.
- 90-day roadmapA practical sequence to strengthen the evidence foundation, build corroboration and re-test.
SAMPLE OUTPUT
Illustrative case study
THE CORE PRODUCT
The Evidence Gap Matrix.
The audit compares the evidence AI can find for your business against the evidence supporting the competitors it actually recommends. That is where generic advice becomes a specific competitive diagnosis.
1Observed
What the AI response actually surfaced, cited or recommended.
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2Verified
What independent sources confirm about the businesses involved.
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3Inferred
The evidence gaps most plausibly worth addressing and re-testing.
TRANSPARENT METHODOLOGY
AI answers vary.
Our process accounts for that.
We do not sell a deterministic “ChatGPT ranking.” AI answers can change by model, timing, prompt wording and source availability.
Instead, Piperly uses a standardized set of unbranded buyer-intent questions, captures the recommendation evidence, verifies competitor signals independently, and looks for repeatable patterns across the benchmark.
What that means for youYour audit is a point-in-time competitive diagnostic—not a guarantee of future placement, rankings or business results.
WHY $149 CAN MATTER
One useful decision can pay for the investigation.
For many local service businesses, a single won job can be worth far more than the cost of the audit. Piperly does not promise that buying an audit will produce a customer. The value is knowing which evidence gaps are most worth fixing before you spend time or money guessing.
The goal: leave with the three evidence gaps most worth addressing, what fixing them means, and how to know whether the change helped.
ONE-TIME AUDIT
AI Competitive Intelligence Audit
Find out who AI recommends instead of your business, why they are winning, and the evidence gaps most worth addressing.
FAQ
What businesses usually ask us.
Can’t I just check ChatGPT myself?
Absolutely. Checking whether your business appears is the easy part. Piperly investigates which competitors AI recommends instead, traces the evidence supporting those recommendations, verifies what competitors are doing differently, and prioritizes the gaps worth addressing. You can check the result yourself. We investigate why it happened.
How does this make me money?
The audit does not guarantee revenue. Its job is to reduce guesswork. If AI-assisted discovery is influencing even a small number of customers choosing a local provider, understanding why competitors are being recommended can help you focus resources on the evidence gaps most worth fixing instead of spending blindly.
What exactly do I get for $149?
You receive a next-business-day PDF audit covering your AI recommendation baseline, competitor landscape, AI Evidence Gap Matrix, independently verified competitor analysis, five prioritized actions and a 90-day roadmap.
Will this improve my AI rankings?
No outcome is guaranteed. Piperly identifies observable recommendation gaps and the evidence most plausibly worth strengthening. The audit gives you a prioritized diagnosis and re-test path rather than promising a ranking.
Is this SEO?
Not exactly. Traditional SEO can influence the evidence AI systems encounter, but Piperly focuses specifically on recommendation visibility, competitive evidence and the sources AI uses to form an answer.
What happens after I buy?
Complete the secure checkout and provide your business details. We run the benchmark, investigate the competitors AI preferred, verify the supporting evidence and deliver the finished PDF electronically by the next business day. No call is required.
Do you need access to my website or accounts?
No login access is required for the standard audit. Piperly evaluates the public evidence available to customers and AI systems.
Which AI platforms do you test?
The benchmark is designed around major AI recommendation environments and may include ChatGPT, Perplexity, Gemini and other relevant systems depending on the audit configuration and availability.
Is the analysis automated?
We use AI and software for measurement and research, then apply a structured evidence and quality-control process before delivery. The goal is useful intelligence, not a raw automated score.
How current is the audit?
Your audit is a point-in-time investigation based on the AI recommendation environment and public evidence available when we run it. Because AI systems and web evidence change over time, the report is designed to identify the strongest current gaps and give you a clear path to address and re-test them.
How long does the audit take?
Your completed AI Competitive Intelligence Audit is delivered by the next business day after we receive the business details needed to run the investigation.