Don't just monitor AI perception.
Resolve it.
AI is shortlisting your competitors and caveating your brand before you enter the conversation.
Mavorac is an AI Perception Defense firm. Our Semantic Dominance Index (SDI) reveals whether AI is selling for you or against you. We don't just hand you a report. We diagnose the exposure, correct the source data, and secure your AI Market Share.
Search is Managed.
The Next Frontier is Semantic Dominance.
While your agencies secure traditional search, your brand's representation is being actively shaped by Answer Engines. Buyers are no longer searching; they are interrogating AI. If your brand is not accurately and favorably embedded in that consensus, you are losing ground at the exact moment of decision.
"AI Answer Engines do not simply rank links.
They synthesize recommendations, attach tradeoffs, and often establish the buyer's default shortlist before your team enters the conversation."
When a Fortune 500 CIO evaluates enterprise software, or a household consumer researches the safest daily products, the answer engine collapses the market into a small set of recommended options. That shortlist becomes the buyer's starting assumption—drawn from training data and retrieval-augmented generation (RAG) pipelines you cannot currently see, audit, or appeal.
The New Threat
Silent Revenue Erosion
Your brand is no longer defined solely by your website. It is increasingly defined by AI consensus—dynamically generated from unstructured forum data, legacy pricing models, and competitor-seeded comparison tables. If you do not actively manage this layer, you are exposed across three critical vectors:
- Shortlist Omission:
- Total exclusion from category "best of" generative queries at the moment of decision.
- Competitor Pull-Through:
- Direct comparison queries where the model explicitly recommends a rival over your brand.
- Semantic Vulnerability:
- The model surfaces your brand alongside outdated claims, legacy pricing, or hallucinated liabilities that redirect buyer confidence before your team enters the conversation.
Brand discovery has moved off your website and outside your direct control. If the AI consensus favors a competitor, market share is redirected before a CIO requests a demo or a consumer reaches checkout.
The revenue leakage is real. The mechanism is measurable. Most organizations have no baseline.
The Mavorac Defense Architecture
Mavorac is not a marketing agency, and we are not a passive analytics dashboard. We are a Strategic Defense Firm for the Generative AI era.
Your competitors will buy software to measure how AI is eroding their brand. They will study dashboards, file tickets with their SEO agencies, and wait for organic correction that may never come.
We do not measure the damage and hand you a report. We diagnose the root cause, execute the structural corrections, and hold the position.
- 01
Consensus Auditing
Quantifying your baseline with the Semantic Dominance Index.
We deploy the Semantic Dominance Index (SDI)—a proprietary 0–100 composite metric—to measure exactly how your brand is surfaced, caveated, and comparatively framed across AI Answer Engines. Structured query batteries isolate the precise vulnerabilities before we engineer the fix.
- 02
Source-Level Remediation
Correcting the data layer AI systems use to evaluate your brand.
Once the SDI isolates your vulnerabilities, we identify the sources, authority signals, and structured data shaping model outputs—then systematically remediate the public and partner-controlled data layer to correct outdated claims, close information gaps, and eliminate the caveats that redirect buyers to competitors before your team enters the conversation.
- 03
Continuous Consensus Defense
Holding your AI Market Share position over time.
Answer-layer perception shifts as models retrain and new sources enter retrieval pipelines. We monitor your SDI continuously and deploy immediate data-layer reinforcements the moment a model drifts toward a rival, surfaces outdated information, hallucinates a weakness, or drops you from the shortlist.
- 04
Parallel Execution
No disruption to existing teams or agency relationships.
Mavorac operates entirely in parallel to your existing marketing infrastructure. Engagements are structured with clear approval workflows and client oversight at every stage—minimizing internal burden without removing governance or final approval authority from your team.
The Semantic Dominance Index
The Semantic Dominance Index (SDI) is a composite score — expressed on a 0–100 scale — that measures how prominently and favorably a brand is surfaced and comparatively framed across the answer layer. It is derived from a structured battery of queries run against leading answer engines including ChatGPT, Gemini, Claude, and Grok, scored against a proprietary rubric.
SDI is not a mention count or a sentiment score. Because LLMs are non-deterministic, SDI uses statistical sampling across varying parameters to isolate the median, recurring verdict — the stable, probabilistic market reality, not a single output.
Visibility
How prominently is the brand featured across the structured query battery?
Positioning Fidelity
How accurately is the brand portrayed? Are caveats present, and how material are they?
Recommendation Strength
How strongly does the AI recommend the brand over alternatives? Is it the default answer or a footnote?
The Five SDI Archetypes
- Apex Predator
- First-mentioned, positively framed, definitively endorsed across query conditions.
- Dominant Challenger
- Consistently recommended with minor qualifications. Competitive, but not yet the default answer.
- Conditional Challenger
- Recommended with significant caveats. A score of 51 does not mean 51% good — it means the brand is always qualified.
- Semantic Underdog
- Marginally present. Competitors consistently outperform across relevant query conditions.
- Invisible
- Absent from AI recommendations. Urgent intervention required.
Command the Answer Layer
We do not sell deliverables.
We engineer the correction.
Mavorac's client work is conducted under strict confidentiality. We do not disclose active engagements or category-specific remediation strategies. Where appropriate, we provide anonymized diagnostic examples, redacted SDI outputs, and methodology briefings under NDA. Engagements operate under strict confidentiality by design—every engagement is governed by mutual NDA prior to any diagnostic activity.
AI perception is a zero-sum environment. To elevate one brand, we must systematically displace another. Because answer-layer perception shifts as models retrain and new sources enter retrieval pipelines, Mavorac provides ongoing monitoring and remediation to defend your AI Market Share over time—not as a one-time fix, but as a sustained competitive position. We observe strict category conflict protection. We do not advise direct competitors within the same decision market. Once secured, your position is defended exclusively—our work compounds your advantage, not the field's.
We do not ask for your trust.
Request a Category Exposure Review. Qualified brands receive a preliminary readout of answer-layer risks, competitor pull-through patterns, and recommended diagnostic scope.
> INITIATE EXECUTIVE BRIEFING
The models are already forming an opinion about your brand.
The question is whether you've shaped the inputs.
Mavorac. AI Perception Defense for the enterprise.