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Summaries, sentiment, and participation analytics that help communities decide without drowning in threads. Transparency and bias awareness are built into how summaries are generated and attributed.
Comprehensive solutions tailored to your business requirements
AI-generated proposal summaries with impact analysis, pro/con extraction, and citations back to forum discussions.
Voter participation dashboards, delegation trend analysis, quorum risk monitoring, and voter cluster identification.
Content moderation assistance with toxicity detection, spam filtering, and human-reviewable appeal workflows.
Automatic translation and summarization for global DAO communities with locale-aware sentiment analysis.
Informed decisions without reading every forum thread
Higher participation through accessible proposal summaries
Early detection of quorum risks and governance attacks
Inclusive communities with multilingual support
Transparent AI summaries with source citations
Privacy-preserving analytics protecting member identities
We implement multi-perspective summarization that explicitly surfaces both supporting and opposing arguments. Summaries include source citations so community members can verify claims. We also run bias audits comparing AI summaries against human-written alternatives.
Yes. We support automatic translation and locale-aware summarization so global communities can participate in their preferred language. Sentiment analysis is calibrated per language to avoid cultural bias.
We use privacy-preserving analytics that aggregate voting patterns without exposing individual wallet identities where required. On-chain data that is inherently public is handled transparently, while off-chain discussion data follows privacy policies you define.
We combine deep technical expertise with a product-first mindset to deliver solutions that work in the real world.
Seasoned engineers across blockchain, AI & web
200+ projects delivered globally
From discovery to production & beyond
