Product Roadmap

What we’re actually building to keep AI answers honest about your product.

Builder radar · Updated Jul 2026

Directions, not deadlines

When something ships, it moves left. Nothing sits in Now unless it runs in production today. Answer-derived claims link to stored evidence; technical and delivery cards name their separate inputs. Next is in active development; Future is honest exploration. See how we measure

NOW7 shipped

Running today where included by the project plan. Coverage and freshness stay visible.

Live

Ten provenance-separated answer paths across nine families

Supported API/search and consumer-browser transports sample your tracked buyer questions according to plan and availability. Each valid answer keeps its engine, timestamp and available citations; stale or missing coverage stays visible.

OpenAI SearchChatGPT UIGemini+7 more
Live

Answer evidence behind the score

Visibility uses the latest valid comparable prompt-by-engine cells. You can open the stored answer, and provider, browser or judge failures are rejected instead of becoming brand absence.

Sanitized answer textObserved citations
Live

Project-level competitor intelligence

See which tracked answers recommend a competitor, the evidence text behind that verdict, and where your brand is named, recommended or absent. Public niche leaderboards remain explicitly illustrative.

Share of answerRank tracking
Live

Find competitor-winning cited sources

See the sources captured alongside competitor-winning answers and the surfaces you can own, pitch or participate in. A citation is evidence of association, not proof that a page caused the answer.

Source displacementPer-answer
Live

Potential accuracy & confusion alerts, cross-checked

When a valid captured answer appears to conflict with an approved fact or describe another entity, BuilderRadar creates a reviewable alert. Independent model checks add confidence; they do not turn an alert into an unquestionable accusation.

Verification statusExact evidence run
Live

Answer and source movement, with Slack & webhook delivery

Comparable substantial samples can surface when a competitor enters or leaves an answer or a new citation appears. Supported plans can route eligible events through configured email, Slack, or signed webhook channels; delivery state remains channel-specific.

Movement evidenceEmail · Slack · webhooks
Live

The Fix Queue, with before/after proof

Each evidenced lost answer can become a prioritized suggested play. When the same question and transport are observed later, the receipt shows before and after without claiming your action caused the change. You decide what ships.

PrioritizedYou click Ship
NEXT3 building

In active development. Committed, but shipped only when it earns a spot in “Now”.

Building

Broader bring-your-own-key coverage

OpenAI Search BYOK is wired for eligible lifetime grants. Next is expanding provider coverage and clearer per-key usage diagnostics without changing the declared plan pool.

More providersUsage diagnostics
Building

Expanded client branding and delivery diagnostics

Building beyond today’s unbranded share links and plan-aware email paths toward customer-branded reports and clearer delivery receipts.

Customer brandingDelivery receipts
Building

Durable webhook delivery

Adding an idempotent delivery-attempt and retry ledger to the signed outbound webhooks that already exist, so a transient receiver outage cannot silently lose an event.

RetriesDelivery receipts
FUTURE3 exploring

Directions we’re validating. Honest maybes, not dated promises.

Exploring

Regional & multi-language answers

Sampling how the same question gets answered in different regions and languages, so visibility isn’t assumed to be one global number.

Under research
Exploring

Open API for your dashboards

A read API for your visibility data to sit alongside the MCP tools that already ship today, so it can live in your own dashboards and agents.

Idea stage
Exploring

Early-warning on answer drift

Spotting the wobble in an answer before it flips against you, so a loss becomes something you catch coming rather than after the fact.

Research

Also live today

· shipped, just not big enough for a card of their own
Client report preview & unbranded shareGEO technical audit · crawlability · llms.txt · schemaBuyer-question discoveryDemand checkSocial share-of-voiceTeam workspacesMCP tools for agents

See where you stand in AI answers today

Run one evidence-gated AI-answer report on your brand. Answer verdicts link to stored text; coverage and heuristic priorities show their own inputs.