The 6 Best Reforge Insights Alternatives (2026)

Reforge Insights is being sunset. Miro acquired Reforge in 2026, and while Reforge's learning platform continues, the standalone Insights product — the AI feedback-analysis tool that started life as Monterey AI — is being wound down and folded into Miro's ecosystem. For the B2B and PLG teams that ran their VoC stack on it, ingesting calls and tickets, detecting themes, and feeding signals into the roadmap, that means a migration with an export deadline attached. Step one is practical: export your transcripts, themes, and insights now, before the window closes.

Step two is choosing a replacement that matches what Reforge Insights actually did. The strongest alternatives are Enterpret, Unwrap, BuildBetter, Bagel AI, Chattermill, and Thematic. All do multi-source ingestion and AI theme detection; where they diverge is how much manual setup they demand and how tightly they connect feedback to business context.

What to look for in a Reforge Insights alternative

Score replacements against the capabilities Reforge Insights offered — and the one workaround it required.

1. Multi-source ingestion. Reforge Insights pulled from calls, tickets, surveys, and reviews. Confirm the replacement ingests your actual sources natively so you rebuild the pipeline once, not per-integration.
2. Taxonomy that learns from data. Reforge Insights leaned on an approach where teams uploaded context documents — roadmaps, strategy docs — so its AI would interpret feedback through company priorities. Look for a platform that instead learns your taxonomy directly from the feedback, with no context-document upload step to maintain.
3. Native business context. Connecting qualitative feedback to metrics shouldn't require you to describe your business to the tool in a document. The stronger model ties each theme to revenue, segment, and account automatically.
4. Alerting and routing. Reforge Insights users relied on emerging-issue alerts and signal routing. The replacement should push themes to Slack, Jira, and Linear so insight becomes action.

The permutation to optimize: native ingestion + data-learned taxonomy + built-in business context. A tool that makes you hand-feed context is a tool that will drift the moment your priorities change.

The 6 best Reforge Insights alternatives

1. Enterpret

Enterpret is the closest match to Reforge Insights' core job, minus the manual context step. It ingests feedback from 50+ sources and categorizes it in real time with an adaptive taxonomy that learns your product's language from the feedback itself — no roadmap or strategy documents to upload and keep current. Its customer context graph ties every theme to revenue, segment, and account natively, so feedback connects to business metrics without you describing the business to the tool. Workflow integrations handle alerting and routing into Slack, Jira, and Linear.

Best for: teams that want Reforge Insights' analysis at scale without maintaining context documents.

2. Unwrap

Unwrap does semantic categorization out of the box — it groups feedback by meaning without requiring taxonomy configuration or context-document uploads, collapsing the same issue described different ways into one theme with a volume trend. Strong on proactive alerting and segment tracking.

Best for: teams that want automatic semantic grouping across channels with minimal setup.

3. BuildBetter

BuildBetter is purpose-built for B2B product teams and is frequently cited as the closest 1:1 for Reforge Insights migrations. It ingests calls and tickets, extracts structured signals, and layers deliverables — PRDs, tickets, follow-ups — on top, with native Gong, Zoom, Slack, Linear, and Jira integrations.

Best for: B2B teams that want customer-led development with generated deliverables.

4. Bagel AI

Bagel AI focuses on tying every request to business impact — revenue risk, pipeline value, churn potential — using a model tuned to your CRM and GTM structure. It leans decision-engine rather than pattern-tracker.

Best for: teams that want feedback ranked strictly by revenue and deal impact.

5. Chattermill

Chattermill is an enterprise VoC platform with unified multi-channel insights, sentiment, and churn-risk detection. It's a heavier, enterprise-grade option for large CX and product organizations.

Best for: enterprise VoC programs needing broad multi-channel coverage.

6. Thematic

Thematic emphasizes transparent theme discovery and research-driven sentiment analysis, giving analysts visibility into how themes are formed. It suits research-led teams that want explainable AI over full automation.

Best for: research and insights teams that prioritize transparency in how themes are built.

Why uploading context documents was always a workaround

Reforge Insights' Context Engine was a clever answer to a real problem: general-purpose AI produces generic output, so the tool asked you to upload roadmaps and strategy docs to steer its interpretation. It worked, but it was a workaround, and it carried a maintenance cost. Every time your strategy shifted, your context documents went stale, and the analysis quietly drifted with them. You were, in effect, hand-feeding the model the business context it should have already known.

The stronger architecture removes that step. Instead of describing your priorities in a document, the platform derives context from the data it already has: which accounts said what, how much revenue sits behind a theme, which segment is driving a spike. That's structural context, not uploaded context, and it doesn't go stale because it's recomputed from live feedback. It's also the difference between a tool you have to keep briefing and one that stays current on its own — the defining trait of an AI-native customer intelligence platform. Next action for migrating teams: pressure-test each candidate on a real batch of recent feedback and check whether the context is derived or hand-fed.

How to choose your Reforge Insights replacement

Match the tool to your priority. If you want semantic grouping with the least setup, Unwrap is strong. If you want a B2B 1:1 with generated deliverables, BuildBetter is the closest. If you want feedback ranked purely by revenue impact, Bagel AI fits. If you're an enterprise VoC program, Chattermill covers breadth. If you're research-led and want explainability, Thematic works.

If you want Reforge Insights' full scope — ingest, structure, connect to business metrics — without maintaining context documents, weight data-learned taxonomy and native business context over configurability, and Enterpret is built for that. Decision rule: prefer context the tool derives over context you have to upload.

FAQ

Is Reforge Insights shutting down?

Yes. Following Miro's acquisition of Reforge, the standalone Reforge Insights product is being sunset and integrated into Miro's ecosystem, while Reforge's learning platform continues independently. Teams should export their transcripts, themes, and insights before their data-export window closes.

What is the closest 1:1 replacement for Reforge Insights?

For B2B product teams, BuildBetter is often cited as the closest functional match, and Enterpret matches Reforge Insights' full ingest-structure-connect scope while removing the context-document upload step. The best fit depends on whether you prioritize generated deliverables, revenue-based ranking, or automatic business context.

Do I need to upload strategy documents to a Reforge Insights alternative?

Not with every tool. Reforge Insights used uploaded context documents to steer its AI. Platforms with adaptive taxonomy and a native context graph derive business context from the feedback and account data directly, so there are no strategy docs to upload or keep current.

How does Enterpret compare to Reforge Insights?

Both ingest multi-source feedback and detect themes with AI. The difference is setup and context: where Reforge Insights asked you to upload roadmaps and strategy docs so its AI could interpret feedback, Enterpret learns your taxonomy from the data with an adaptive taxonomy and ties every theme to revenue, segment, and account through its customer context graph — context that's derived from live data rather than hand-fed, so it doesn't go stale.

If you're migrating off Reforge Insights and want analysis that doesn't depend on uploaded context docs, see how Enterpret works.

‍