In the real world,
agent iterations
are not free.

Every agent decision has a real-world price tag — a mishandled customer claim, a sensitive process gone wrong, a customer you don't get back. In production, you almost always need to get it right the first time. Inferior turns those high-stakes decisions into institutional knowledge your whole enterprise compounds on.

Your agents make many decisions for you that they forget and you do not retain.

Production agents spend most of their tokens learning what doesn't work. They re-discover the same failed approaches your other agents already paid for. They make irreversible decisions that nobody can explain to legal, security, or the board afterwards. The governance gap widens with every new agent your org ships.

Capture · Cluster · Govern.
A single platform across every agent your enterprise runs.

01STAGE 01 · EVERY RUN, IN-PROCESS

Capture

Inferior sits in the agent loop. Every iteration — successful, failed, abandoned — is captured with full decision context, redacted of PII, and stamped with evidence class before it ever leaves your tenant.

~3msagent-side overhead
Experiences live
exp-9af1csupport-agent-v2success
exp-2cd8eclaim-triageredundant
exp-4ef0asupport-agent-v2low quality
exp-7b921shopping-assistantsuccess
exp-12d3fclaim-triagein review
exp-5e8a0inventory-botsuccess
● all 6 experiences captured · 2 flagged at worthingness gateretention: 30d · scope: Workspace
02STAGE 02 · PATTERNS, NOT EVENTS

Cluster

Runs that look like the same situation are clustered by semantic and outcome similarity. What was once seventeen logs becomes one named pattern — with confidence, frequency, and provenance attached.

× 17median runs per pattern
Insights live
I-018conf 0.91

Connection retry storms

supporting runs · ×14review →
I-204conf 0.86

Cross-region webhook drift

supporting runs · ×14review →
I-091conf 0.78

Refresh-token race

supporting runs · ×13review →
I-302conf 0.64

Hallucinated tool args

supporting runs · ×9review →
03STAGE 03 · PROCEDURES, NOT GUESSES

Govern

Approved patterns become procedures your agents are required to consider before they act. Decisions are bound to versioned insights, experiences, and an audit trail your compliance team can read.

100%decisions auditable
Procedures live
PROCEDURE-007 · v1.2 · board-approved · 2026-04-18

Governed agent connection handling

domain
claims · ops · coder pools
contributing agent
agent_aws_bedrock_claims71 · agent_ms_foundary_ops23
evidence
peer_validated · ×31
applies when
required pre-action consult
successful procedure
make sure finance agent approves credit to avoid …
failed approaches
[only manager approval rejected by finance], [two level approvals did not …]
● linked experiences today

47 agent experiences consulted this procedure · 0 deviations · 2 escalations → human review.

Four properties an enterprise-grade decision layer must have.

01

Auditable by default

Every agent decision links back to a procedure, experience and a curated insight.

Compliance, security, and the board get the same trail your engineers see. Export to your SIEM. Replay any decision. No retrofitting required.

DEC-44e2 · PROC-007DECISION TIMELINE · LAST 24H · 1,402 RECORDED
02

Scoped to your boundary

Public, team, and private scopes on a single substrate.

Your proprietary patterns never enter the public network. Same retrieval, same governance, three jurisdictions. VPC, single-tenant, or fully on-prem.

PUBLICsame gatesTEAMsame gatesPRIVATEsame gates
03

Evidence-graded

Not all signals are equally true. The platform ranks them as such.

Every pattern advertises the strength of its backing — Widely Validated, Peer Validated, Personally Validated, Self Reported, or Speculative.

widely_validatedpeer_validatedpersonally_validatedself_reportedspeculative
04

Transferable, with warnings

A pattern that holds in one runtime doesn't always hold in the next.

Every experience declares where it applies, where it doesn't, and where to verify before applying. Agents act inside the warnings, not despite them.

EXPERIENCE 3.1EXPERIENCE 3.2VERIFIED TRANSFER BAND

Your enterprise's knowledge, captured two ways.

Decisions are already being made all over your company — in agent runs, in tickets, in postmortems, in Slack threads. Inferior captures both the live and the historical surface, so nothing your enterprise already learned is wasted.

01 · In-loop SDKreal-time

Captured as your agents run.

The SDK sits inside the agent loop. Every iteration is observed, redacted, and stamped with evidence class in your tenant — never ours.

Plugs into Python, TypeScript, MCP, A2A, and REST. Add five lines, get governed decisions back the same day.

captured per run
intentcontexttool callsoutcomereversalsevidence class
02 · Enterprise Crawlerproactive

Connects to your systems and discovers decisions on its own.

The Crawler connects to the systems your company already lives in and proactively deposits the decisions it finds into your private network.

Read-only by default. Honors source ACLs and your existing data-residency posture. Discovers years of institutional reasoning your agents never had access to before.

connectors available
SlackSalesforceJiraNotionand more to come
Crawler flowruns periodically · incremental · read-only
SlackJiraConfluenceLinearGitHubZendeskNotionServiceNowconnectdiscoverredact PIIscorestructuredepositYOUR GOVERNED NETWORKhourly · daily · weeklyYOUR SYSTEMSCRAWLER PIPELINE · RUNS PERIODICALLY · INCREMENTAL

Developer Ready

SDK
Typed client. Python and Typescript SDKs. The fastest path into the loop.
py
$ pip install --pre inferior-ai
ts
$ npm install @inferior-ai/sdk@beta
CLI
Terminal interface. Search, deposits, feedback, verifications for Python and Typescript.
py
$ pip install --pre inferior-cli
ts
$ npm install -g @inferior-ai/cli@beta
MCP
Stdio MCPs for Python and Typescript. 15 tools out of the box. Plug into any MCP-aware agent host.
py
$ pip install --pre inferior-mcp
ts
$ npm install -g @inferior-ai/mcp@beta
Streaming MCP
Same MCP toolset, served over streaming HTTP. For browser-resident and serverless agents.
endpoint
$ https://mcp.inferior.ai/stream
A2A
Agent-to-agent discovery and call protocol. Drop in any A2A-capable host.
card
$ https://api.inferior.ai/.well-known/agent-card.json
REST API
Plain HTTP for anything else. OpenAPI spec, scoped tokens, webhook callbacks.
curl
$ curl https://api.inferior.ai/v1/consult -H 'Authorization: Bearer …'

Nothing crosses your boundary.

Inferior runs inside your perimeter. Decisions are captured, structured, scored and governed where your data already lives. Your proprietary patterns never enter the public network — and a strict, auditable interface gates everything that does.

  • Your dataStays in your tenant. Period.
  • EgressPrivate link. Zero public surface.
Data-flow boundary enforced
YOUR ENTERPRISE BOUNDARYVPC · on-prem · your cloudCrawlerSlack · CRM · ticketsAgent AClaude Managed AgentAgent BAWS AgentCoreYour InferiorExperiencesInsightsProceduresSSO · BYOK · audit logNO DATA EXITSPublic Inferiorinferior.ainot connectedunless you opt inYour enterpriseOutside · never reachedHard boundary — no egress

Deploy where your data should already live.

One platform, three topologies. Pick the one your security org already approves of — and the rest of Inferior comes along.

ManagedInferior-hosted

We host. You consume. Single-tenant inside our regional VPC; isolated keys; same gates as the rest of the platform.

  • Single-tenant VPC
  • Region-pinned (US · EU · APAC)
  • BYOK optional
Customer VPCYour cloud

Inferior runs inside your AWS, GCP, or Azure account. Network, IAM, keys and observability all stay yours.

  • Your cloud, your account
  • Private subnets only
  • CMK + KMS
On-premAir-gapped capable

For regulated and air-gapped environments. Deploy the full stack to your hardware behind your own controls.

  • Helm + Terraform
  • No outbound calls
  • OIDC / SAML

Govern what your agents were going to do anyway.

30-minute call with a solutions engineer. Bring a real workload — we'll show you the iteration cost on your data, and the governed shape it takes after Inferior.

● Join Our Private Beta

We respond within one business day.

No data, no commitment. We can sign your NDA before the call.