Direct answers about Market Positioning Intelligence.

Trendscoded reads ChatGPT, Gemini, Claude, and Grok separately because each model can frame and recommend the same brand differently. The product shows where your position is strong or weak by model without hiding the differences inside one average.

Trends Desk continuously monitors the events that can move your position: the work your team ships, the signals your brand earns, what rivals publish, and the analysts or experts shaping the category. Each relevant event is interpreted against your market model as a potential position shift.

You improve your Baseline Positioning Score by finding where AI answers are hurting you most, then strengthening the association behind the weakness. You may need to get named more often, get recommended over rivals, explain your category more clearly, or give the model stronger evidence to trust. Trendscoded names the weak association, the strategy to move it, and three grounded Stakeholder Options.

Your positioning baseline stays stable until its source loops are rerun. Events are monitored continuously; each relevant one is interpreted against the baseline as a potential position shift. Stakeholder Guidance reads are generated on demand when a shift matters.

Yes. Trendscoded runs from your own agent — Claude Code, Cursor, OpenAI, or cURL — and exposes secure API endpoints, so you can pull position reads, Baseline Positioning Score, market-change history, and rival movement into your own stack.

AI mention trackers like Profound and Peec tell you whether a model named you — a count of mentions across engines. Trendscoded tells you whether you're winning the answer: who owns the buying decision, whether the model frames you for the right buyer, and what proof closes the gap. The mention is the input; the decision is the output.

The Signal Pilot is a founder-led, 24-hour read of your current AI market position and the clearest next move. It costs $500, has no subscription or auto-renewal, and is capped at the first 15 accepted teams.

Baseline Positioning Score combines the Reputation Association Score, Capability Association Score, Recall Association Score, and Alternative Association Score for one brand or rival inside a defined market, buyer context, rival set, model scope, and evidence window.

AEO (Answer Engine Optimization) and GEO (Generative Engine Optimization) name the same goal with two labels: getting your brand named, recommended, and cited inside the answers AI systems give buyers — instead of ranking a link the way SEO does. GEO is the term from the original research; AEO is the name marketing teams use more often. In practice you work them the same way: give the models clear, well-evidenced reasons to pick you.

Trendscoded captures what the AI models actually say, not a paraphrase — we send the same comparison questions your buyers ask, with your buyer context, to ChatGPT, Gemini, Claude, and Grok, and record the verbatim answer. Because AI answers shift day to day, accuracy comes from reading the pattern over a 30-day window, not trusting a single snapshot. Every read shows the question and the captured answer, so you can check it yourself.

SEO optimizes for blue-link rankings on Google; AEO (Answer Engine Optimization) optimizes for being named inside the answer that ChatGPT, Gemini, Claude, or Grok gives a buyer. Different surfaces, different signals, different proof structures — and increasingly, AEO is where the enterprise shortlist forms before sales is in the room.

The operating rhythm follows the product flow: understand your position, see what changed, interpret the position shift, review the Stakeholder Guidance, and choose between three grounded Stakeholder Options. Then ship the work and measure what moved.