Use cases

Find the right fit.

Six common shapes of work, what each looks like wired up, and where GraphANN® earns its place, or doesn't. Pick a scenario:

Scenario
Sovereign · on-prem · OFFICIAL-SENSITIVE

When data cannot leave your boundary

Public sector, defence, healthcare, finance: anywhere the data classification or regulator forbids egress. GraphANN® ships as a single Go binary with embedded ONNX embedding, runs inside your VPC, and makes zero outbound calls in normal operation.

Run enterprise search in a fully disconnected environment: no outbound calls, no cloud dependency, auditable from first byte to last.

01
Deploy the binary inside the boundary
One container or one binary on a VM. No SaaS dependency, no telemetry, no licence server.
02
Embedding stays local
Built-in ONNX runtime ships an embedding model in the binary. Or wire an in-VPC Azure OpenAI / private model endpoint. Never the public internet.
03
Auth and audit
Argon2id-hashed API keys per tenant, mTLS optional, structured audit logs. RBAC roles map to your existing identity boundary.
PRIVATE VPC · ON-PREM · OFFICIAL-SENSITIVEApplicationinternal users onlySSO / mTLSGraphANNsingle binaryno telemetry · no egressargon2id keys · TLSEmbeddinglocal ONNXembedded assetLocal persistent volumeindex files · API keys · audit logLUKS / customer-managed encryptionInternetunreachableno calloutsno egressno SaaS callouts · no LLM dependency required · single signed binary
Best fit when
  • Compliance forbids data egress (UK gov OFFICIAL-SENSITIVE, HIPAA, FINMA, etc.)
  • You need a single artefact your security team can review and pin
  • You operate on-prem, in a private VNet, or in a sovereign cloud region
  • Your procurement values vendor IP indemnity and a commercial support contract
Wrong choice when
  • You operate in a fully online cloud and air-gap discipline isn't a constraint
  • Your team wants a managed service rather than a binary you run yourselves
0 calls
outbound at runtime
Commercial
with IP indemnity
1 binary
to ship through change control
Talk to us

Got a shape that isn't here?

Send us your architecture sketch. We'll tell you honestly whether GraphANN® is the right tool, or point you to one that is.

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