Key Features

Brand setup in minutes — Provide your brand URL; the system analyzes content to understand your market, proposes relevant competitors, and lets you confirm or edit (2–5 competitors). This sets a high-relevance baseline before any queries are run.

Contextual query generation — Up to ~20 queries are automatically created per brand using your page context, industry patterns, competitor landscape, and brand guidelines (comparisons, feature/benefit asks, recommendation requests, problem–solution prompts, seasonal/trending angles).

Multi-platform execution — Queries are executed programmatically across OpenAI GPT, Gemini, Perplexity, Claude, and Grok with parallelization, retries, and full response capture (timestamp, platform metadata).

Presence analytics — Detects exact/variant brand mentions (incl. misspellings), calculates Presence % per platform, and benchmarks against competitors with ratios and trends.

Positioning intelligence — Determines where you appear in lists (first, second, third+), computes average position, first-mention frequency, and shows competitive hierarchy over time.

Sentiment & reputation — Classifies positive/neutral/negative share, shows platform differences and competitive sentiment, and flags shifts week-over-week.

Topic intelligence — Clusters themes from responses, maps visibility and sentiment by topic, surfaces content/opportunity gaps (where competitors dominate or where reputation risks sit).

Analyst-friendly UI — Overview cards (Presence %, Avg Position, Sentiment score, trends), competitive presence charts, rank distributions, sentiment donuts, topic coverage/gap visuals, and a quick insights panel with recommended actions. You can open any query’s raw response, share a view-only link, or adjust competitors/queries.