Mindbreeze InSpire
Hybrid keyword + vector retrieval with entitlement-aware filtering. Unified enterprise knowledge graph linking documents, tickets, records. RAG prompt orchestration built in.
Active · Verified 2026-10-27 · fresh as of 2026-10-27 · 40 cited facts, 2 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Type
- Hybrid + entitlement-aware + KG vendor fix
- Tier
- T2
- 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 vendor fix
- Funding
- No external funding — unfunded private company third-party fix
- Freshness
- 2026-10-27 fix
- Layer
- agent-infra repo fix
- Licensing
- commercial vendor fix
When to use
Optimised for: enterprise connectors + entitlements + governance + RAG-grounding
Anti-fit: not for SMB / consumer use cases
Pros & cons
Pros
Long-running European enterprise search with strong governance and connector library.
Cons
European-market focus; smaller mind-share than Glean in North America.
Claims & capabilities
IDC MarketScape Leader 2025.
Technical surface
- API surface
- REST, SDK: Java, JS
- Backend storage
- custom
- Deployment
- Both
- Embedding model
- locked
- Multi-tenancy
- hard-isolation
- MCP
- yes — Mindbreeze Model Context Protocol Server (permission-aware enterprise context for AI assistants and agents)
- A2A
- no Google A2A (Agent2Agent) integration documented as of 2026-05.
- OpenTelemetry
- no first-party OpenTelemetry exporter documented; standard logs/metrics typically available.
Alternatives to Mindbreeze InSpire → 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.
- SearchUnify T1
Agentic enterprise search with Knowbler — quality checks via the KCS (Knowledge-Centered Service) standard. Most explicit governance features in the segment.
Sources (39 cited facts, 2 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Hybrid + entitlement-aware + KG vendor
- What it does & what's distinct Hybrid keyword + vector retrieval with entitlement-aware filtering. Unified enterprise k… vendor
- Claims / benefits IDC MarketScape Leader 2025. vendor
- Modalities text vendor
- Created 2005 third-party
- Mindshare 3 press ~50 (Mindbreeze jobs vendor
- Funding No external funding — unfunded private company third-party
- Pricing Enterprise only vendor
- Compliance SOC 2 Type II; GDPR-compliant; BSI C5 (German Federal BSI catalogue) vendor
- Deployment Both vendor
- HQ US vendor
- Founders / pedigree Mindbreeze GmbH (Daniel Fallmann, founder; Linz Austria; Fabasoft spin-off) vendor
- Memory volume / scale internal — undisclosed enterprise scale vendor
- Performance IDC MarketScape Leader 2025; no public ANN-Benchmarks or open performance numbers. vendor
- API surface REST, SDK: Java, JS vendor
- Backend storage custom 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
- MCP support yes — Mindbreeze Model Context Protocol Server (permission-aware enterprise context for … 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 Long-running European enterprise search with strong governance and connector library. vendor
- Cons European-market focus; smaller mind-share than Glean in North America. vendor
- Project & sources mindbreeze.com vendor
- cost-pricing-model subscription vendor
- cost-last-verified 2026-06-29 vendor
- architecture-deployment-locus hybrid vendor
- licensing-bucket commercial vendor
- positioning-platform-vs-product both 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)