// Roadmap

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

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

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

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 prioritize

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

What landed already.

The changelog is the source of truth for what’s in the product today. JSON Feed available for anyone wanting to subscribe machine-readably.

// FAQ

Common questions about the roadmap.

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 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.

Want to see this in your workspace?

Free forever tier. Four-minute setup. We start probing the engines within ten.