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Assay
Make enterprise knowledge ready for AI Agents
Assay connects enterprise knowledge sources read-only, then detects duplicates and competing versions, rates trust, preserves permissions and lineage, and routes high-risk decisions to people. It turns documents, images, video, and audio into governed knowledge for enterprise AI applications and Agents—without requiring content migration.
Hi Product Hunt 👋 I’m Garfield, building Assay.
Most enterprise AI problems aren’t only model problems. Companies have years of duplicated, stale, ownerless, and conflicting material spread across wikis, drives, chat, and business systems. When that material goes directly into AI, the AI can become confidently unreliable.
Assay is our attempt to build the knowledge supply chain between source systems and enterprise AI applications and Agents. It connects read-only, preserves permissions, identifies exact and near duplicates, applies explicit survivorship rules, rates trust using freshness, source authority, and human verification, and keeps lineage from source to AI use.
This is an early-stage product and interactive demo—not a claim of a finished enterprise deployment. You can explore the product or take the free two-minute knowledge readiness assessment to see which governance dimensions need attention first.
I’d especially value feedback on:
• Which knowledge quality failure causes the most pain in your AI or RAG work?
• Would you start with deduplication, trust rating, permissions, or human review?
• What would you need to see before connecting a source read-only?
Thanks for taking a look.
About Assay on Product Hunt
“Make enterprise knowledge ready for AI Agents”
Assay was submitted on Product Hunt and earned 2 upvotes and 3 comments, placing #111 on the daily leaderboard. Assay connects enterprise knowledge sources read-only, then detects duplicates and competing versions, rates trust, preserves permissions and lineage, and routes high-risk decisions to people. It turns documents, images, video, and audio into governed knowledge for enterprise AI applications and Agents—without requiring content migration.
On the analytics side, Assay competes within Productivity, Artificial Intelligence and Data & Analytics — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Assay performed against the three products that launched closest to it on the same day.
Who hunted Assay?
Assay was hunted by Garfield Assay. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Assay including community comment highlights and product details, visit the product overview.
Garfield Assay