SearchUnify
Agentic enterprise search with Knowbler — quality checks via the KCS (Knowledge-Centered Service) standard. Most explicit governance features in the segment.
Active · Verified 2026-10-27 · fresh as of 2026-10-27 · 41 cited facts, 5 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Type
- Agentic enterprise search + KCS vendor fix
- Tier
- T1
- Section
- Enterprise-search adjacencies
- Latest release
- not applicable — not OSS fix
- License
- not applicable — not OSS fix
- GitHub
- not applicable — no GitHub repo fix
- Pricing
- Enterprise only third-party fix
- Funding
- SearchUnify (a Grazitti Interactive product) — privately held; funding undisclosed; ~200 staff per LinkedIn. vendor fix
- Freshness
- 2026-10-27 fix
- Layer
- agent-infra repo fix
- Licensing
- commercial third-party fix
When to use
Optimised for: enterprise connectors + entitlements + governance + RAG-grounding
Anti-fit: not for SMB / consumer use cases
Pros & cons
Pros
Strongest in customer support / KCS workflows — memory tuned for case deflection and resolution-knowledge feedback loops.
Cons
Customer-support focused; less applicable to general agent memory; smaller mind-share than Glean.
Claims & capabilities
Major Player in IDC MarketScape Knowledge Discovery Software 2025; Knowbler won Gold Globee for AI-powered KM; #1 Choice for Enterprise Search in SoftwareReviews Data Quadrant 2026; G2 leader 21 consecutive quarters; customers reportedly save ~$1M support cost in 3 months of deployment
Technical surface
- API surface
- REST
- Backend storage
- searched not found
- Deployment
- Managed-only
- Embedding model
- locked
- Multi-tenancy
- hard-isolation
- MCP
- yes — official SearchUnify MCP server (su-mcp) exposing search and analytics tools
- A2A
- no Google A2A (Agent2Agent) integration documented as of 2026-05.
- OpenTelemetry
- no first-party OpenTelemetry exporter documented; standard logs/metrics typically available.
Compare SearchUnify with…
Alternatives to SearchUnify → live options ranked by shared design, licence, hosting and MCP support
Similar systems
Other enterprise-search adjacencies in the catalog, ranked by inbound references.
- Glean T1
Enterprise search with 100+ connectors. Personalised per-user knowledge graph. No governance layer.
- Clarivate T1
Bibliographic metadata curation (Web of Science, Derwent, Cortellis). Human editorial governance + journal-deindexing. Memory-adjacent — included as a curated-knowledge baseline.
- Coveo T1
RAG-as-a-Service for AWS (Dec 2025) via hosted MCP server grounding Amazon Bedrock agents in enterprise knowledge. Passage retrieval + answer generation + ranked search + fetch in one API.
- Lucidworks Conversational Q&A AI Agent T1
Enterprise Q&A agent powered by Luci patent-pending ultra-precise RAG. Embeds on product detail pages; consumes technical PDFs, spec sheets, images, tables, charts, graphs and product manuals. Maintains session history for multi-turn follow-ups; refuses out-of-scope queries via prompt-injection guard.
- Meilisearch T2
Semantic + hybrid search GA (2025). Automatic embedding generation + caching via OpenAI / HuggingFace / Ollama. Multi-modal (text + images); hybrid rank fusion; conversational RAG built in.
- Mindbreeze InSpire T2
Hybrid keyword + vector retrieval with entitlement-aware filtering. Unified enterprise knowledge graph linking documents, tickets, records. RAG prompt orchestration built in.
Sources (40 cited facts, 5 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Agentic enterprise search + KCS vendor
- What it does & what's distinct Agentic enterprise search with Knowbler — quality checks via the KCS (Knowledge-Centered… vendor
- Claims / benefits Major Player in IDC MarketScape Knowledge Discovery Software 2025; Knowbler won Gold Glo… vendor
- Modalities text vendor
- Created 2007 third-party
- Funding SearchUnify (a Grazitti Interactive product) — privately held; funding undisclosed; ~200… vendor
- Customers / scale 51-200 ppl Enterprise support teams, unnamed customers vendor
- Pricing Enterprise only third-party
- Compliance SOC 2 Type II vendor
- Data handling Customer data encrypted AES-256; GDPR/CCPA compliant; data retained only as necessary vendor
- Deployment Managed-only vendor
- HQ US vendor
- Founders / pedigree SearchUnify (Vishal Sharma, founder; enterprise search; privately held) vendor
- Memory volume / scale internal — undisclosed enterprise scale vendor
- Performance No public benchmark; vendor cites customer case studies (51-200-person enterprise suppor… vendor
- API surface REST vendor
- Multi-tenancy hard-isolation vendor
- Encryption at-rest + in-transit vendor
- SSO / RBAC SSO + RBAC vendor
- Embedding model locked vendor
- Tombstoning soft-delete only vendor
- Schema evolution schema with migration vendor
- Namespace primitives per-tenant vendor
- Contradiction handling LLM resolves and overwrites vendor
- MCP support yes — official SearchUnify MCP server (su-mcp) exposing search and analytics tools vendor
- Import / export JSON via REST API (vendor docs). vendor
- Validated verticals financial-services, healthcare, legal, internal IT, KM, contact center vendor
- Time to running <1week to weeks-to-months (enterprise procurement + connectors) vendor
- Anti-fit not for SMB / consumer use cases vendor
- Optimised for enterprise connectors + entitlements + governance + RAG-grounding vendor
- Adjacent infrastructure requires connector setup + identity provider + LLM vendor
- Pros Strongest in customer support / KCS workflows — memory tuned for case deflection and res… vendor
- Cons Customer-support focused; less applicable to general agent memory; smaller mind-share th… vendor
- Project & sources searchunify.com Knowbler vendor
- cost-pricing-model subscription third-party
- cost-last-verified 2026-06-29 third-party
- architecture-deployment-locus cloud vendor
- licensing-bucket commercial third-party
- positioning-platform-vs-product product vendor
- taxonomy-three-layer-rollup agent-infra repo
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)