# Vizelo.ai — Roadmap # Source: https://vizelo.ai/roadmap.html # Last reviewed: 2026-05-26 # What we're shipping next. An honest snapshot of where we're spending our time. Now, Next, and Later — refreshed at least every quarter. Aspirational, not contractual. --- ## Q2 2026 · Now — what we're building this quarter Foundational work. We're holding the surface area steady and going deep on accuracy, latency, and the controls enterprise buyers ask about on the first call. - **SOC 2 Type II.** Audit underway. Targeting completion this quarter so we can stop saying "in progress" on the front page. - **Citation accuracy v2.** Tightening the probing pipeline for ChatGPT, Perplexity, Google AI Overviews, Bing Copilot, Claude, and Gemini. Goal: cut the manual-audit delta to under 2% per engine. - **Brief Generator quality.** Better entity coverage, fewer false-positive cannibalization flags, and FAQ blocks that actually make it through to publication. - **Workspace primitives.** Per-client roles, audit log, and white-label export polish for agencies on the Scale plan. --- ## Q3 2026 · Next — what we plan to start Committed near-term work. Anything here that doesn't ship in the quarter slides to Later with a note explaining why. - **Outreach module.** The sixth capability on the homepage. Finds the publications, podcasts, and aggregators the answer engines cite for your category, and helps you pitch them. Templated and personalized; reply tracking included. - **Engine coverage expansion.** Onboarding additional answer engines as adoption justifies the probe cost. Candidates we're watching: Mistral Le Chat, DeepSeek, and the Brave Search API surfaces. - **API + webhooks v1.** Pull share-of-voice data and citation snapshots into your own warehouse on a schedule. Subscribe to drop/spike events for any tracked prompt. - **Public llms.txt builder.** A free tool that produces a starter llms.txt and llms-full.txt for any domain, with an embedded validator. Pairs with our public glossary as a category-anchor entry point. --- ## Later — directional bets Convinced of the direction, not yet committed to the shape. These are the areas where we expect to spend real time over the next year. - **Vizelo Research.** A microsite with original benchmark data — share-of-voice leaderboards, engine behavior diffs, and quarterly "State of AI Search" reports. Vizelo's answer to the question "where does this data live?" - **Citation graph explorer.** Interactive viz: pick a prompt, see which domains each engine cites and why. Public for sample prompts, full access for customers. - **Embeddable visibility badge.** A widget customers can paste into their site (think Trustpilot, for AI citations). Auto-updates from their workspace. - **Agency tier & marketplace.** A way for vetted Vizelo-trained agencies to list themselves and pick up GEO work from customers who'd rather hire it out than run it in-house. - **Localization.** Tracked prompts and citations for non-English engines and regional AI products. The category will not stay English-only for long. --- ## How we decide what ships when Three filters, in order. Stage one: does it move share-of-voice for at least one customer cohort? If the answer isn't a confident yes with evidence, the feature doesn't enter the queue. Stage two: is the engine behavior stable enough that we're not building on sand? AI engines change weekly; some surfaces aren't worth a permanent investment yet. Stage three: can we ship something measurable in a quarter, or are we sneaking a multi-quarter project in under a small label? Multi-quarter projects get their own line. Anything that fails all three filters lives in Later until conditions change. --- ## Recently shipped The /changelog.html page is the source of truth for what's in the product today. /changelog.json is the machine-readable version. --- ## FAQ #### Is the roadmap a commitment? No. It's an honest snapshot of what we're working on, what we plan to start next, and which directions we believe in. Sequence and timing change as we learn — usually a few times per quarter. #### How can I influence the roadmap? Email hello@vizelo.ai with a concrete use case, the workaround you're currently doing, and what would change if we shipped it. Specific beats general — the more grounded the request, the more it weighs in our prioritization. #### Where can I see what already shipped? The /changelog.html page lists every meaningful release. The /changelog.json feed is the machine-readable version. #### How often is the roadmap updated? We refresh this page at least at the start of every quarter, and mid-quarter when something material changes.