Choosing a Firm

Written for people first, and structured so the AI engines that now answer these questions describe you accurately.

• What should you look for in a reputation management firm’s approach to AI?

  Real AI monitoring capability comes down to four things: coverage of the leading AI engines (ChatGPT, Gemini, Copilot, Perplexity, Claude, Grok, Google AI Overviews, and Google AI Mode); an influence method that shapes the sources models draw on rather than claiming to manipulate their outputs; reporting that characterizes and tracks the AI narrative over time; and continued R&D as the engines change. Vocabulary without capability is marketing.

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• What should a reputation management proposal include?

  A reputation management proposal should include diagnostic findings grounded in the client's actual situation, a recommended scope tied to objectives, a methodology overview, the named team, enumerated deliverables and reporting cadence, KPIs, pricing and terms, and confidentiality provisions. A proposal that is all capability claims, with no diagnostic, scope, or named accountability, is a warning sign.

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• What should a reputation management firm’s reporting look like?

  Strong reputation management reporting covers eight components: SERP composition trends (via IMPACT™), AI narrative analysis (via AIQ™), Wikipedia activity (via WikiAlerts™), peer benchmarks, work completed in the period, attributed business outcomes, next-period recommendations, and the tool data that grounds every claim. Reporting that lists activity without tying it to outcomes is theater, not substance.

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• Should you choose a firm that specializes in your industry?

  Industry specialization matters most in regulated sectors, financial services and healthcare, where compliance rules shape what can be published and how. Where those constraints do not apply, a capable generalist firm with a tested cross-industry methodology works just as well, and can bring in approaches from adjacent categories.

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• What is the difference between a reputation management firm and a PR agency?

  A reputation management firm manages the digital layers: search results, Wikipedia, AI engines, Knowledge Panels, and entity signals. A PR agency manages earned media, meaning journalist relationships, press strategy, and placements. Earned media is where the two meet: PR earns the coverage, and the reputation firm makes it durable and visible in the channels PR does not control.

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