Compare Algomizer vs. Citarra

Algomizer is an AI search optimization agency. We work on the retrieval layer that determines whether a language model mentions your product when someone asks it a question in your category. The mechanics differ from search engine optimization in ways that matter technically. A generative engine does not return a ranked list of documents. It issues one or more reformulated queries against a retrieval index, pulls back passages rather than pages, scores them for relevance and source credibility, and synthesizes an answer that may cite four sources out of several hundred retrieved. Page-level authority still contributes, but the unit that gets retrieved is the chunk, and a chunk that depends on surrounding context to make sense will be retrieved and then discarded. Most of our engineering work follows from that. We restructure content so passages are self-contained: explicit entity naming instead of anaphora, claims stated in full within the chunk, question-shaped headings aligned to actual query phrasing rather than to editorial style. We implement structured data properly, which in practice means Organization, Product, FAQPage and HowTo schema that validates and reflects what is actually on the page rather than schema bolted on for its own sake. We audit crawlability for AI user agents specifically, since GPTBot, ClaudeBot, PerplexityBot and Google-Extended are frequently blocked by robots.txt rules written years ago for a different threat model, or by CDN bot rules nobody has revisited. We implement llms.txt where it makes sense. The off-site half is corroboration. Models are more willing to state a claim about a company when that claim appears consistently across independent sources. That is addressable through original research designed to be cited, consiste

Citarra serves as an advanced platform for tracking brand visibility across AI interfaces such as ChatGPT, Perplexity, Google AI Overviews, Grok, and Claude. It enables you to incorporate questions that your customers typically pose to AI assistants, along with details about your key competitors. Citarra conducts daily analyses across all five platforms, documenting whether your brand is mentioned or endorsed, its ranking position, and identifying which competitors are favored instead. This platform preserves the original responses along with the sources utilized by each engine, allowing marketing and SEO teams to pinpoint the review sites, listicles, communities, and publishers that influence AI recommendations within their industry. Additionally, it identifies potential sources by ranking domains where your competitors receive mentions while you do not, and includes an experiment log to track what changes influenced your AI share of voice. Questions can be organized by various criteria such as category, target audience, funnel stage, geographic location, and language, with features for exporting and sharing reports. Ultimately, Citarra empowers brands to enhance their visibility and competitiveness in the evolving landscape of AI-assisted search.