Your agents can already retrieve. Inferior makes them judge — your way.
The real gap in production agents isn't information — it's judgement. Inferior gives your agents the grounds for judgement — knowledge of what's actually worked, graded, bounded and corroborated — and the restraint to match it: to hold, escalate, or block instead of guessing.
Your agents demo well — until the decision actually costs you.
They can retrieve your policies and recall past chats. What they can't do is judge — whether an answer is right for this refund, this fraud case, this KYC decision; whether it still holds; whether it's safe to act on. So on anything that matters, you can't trust them, and they stay stuck in pilot.
Agents you can't trust are expensive — whether they act or not.
The bill isn't missing data. It's a wrong call from an agent that retrieved or recalled the answer and acted anyway. This is the cost of the world today — before Inferior.
95%
of enterprise GenAI pilots show no measurable return.
MIT · 2025
17–34%
hallucination on hard questions — even in purpose-built AI.
Stanford · 2024
32%
of customers leave after a single bad experience.
PwC
$4.6B
in AML enforcement fines — a wrong call has a price list.
2024
And every wrong call is paid for twice — the tokens of the retry, the human who checks it, the customer who walks. In real operations, iteration isn't free.
Inferior is the judgement layer your stack is missing.
RAG finds the document. Memory recalls the chat. Inferior helps your agents judge what's right, here, and safe to act on — and says so when it can't.
Your agents already sit on RAG, memory, a workspace, foundation models, and human review. Each is useful — none of them judges. Inferior is the layer that does: it can even consume the others as inputs, and adds the one thing they were never built for — the judgement to act your way, and the restraint to hold back.
Your agents
agents you already have (CRM, ERP, HR, IT … etc)
Human review
catches errors
RAG
finds the nearest doc
Memory
recalls the nearest chat
Inferior AI
Judge
right, here
Restraint
escalate or block
Govern
logged · audited
Workspace
Files
Tools
Dashboards
Foundation modelsgeneric best practice
What turns a generic agent into a company veteran.
Judges the way your company does
Learns your real procedures and what's worked and failed — then grades and bounds it so your agents judge, not just retrieve.
Knowledge only your company has, captured from your own systems. Your agents know when a lesson doesn't apply, flag when they're unsure instead of guessing, and get sharper with every decision.
Works with the systems and agents you already have
Connect Inferior to your current agents. No new workspace. No migration. No rebuild.
You've already invested in agents — you want them better, not replaced. Inferior connects across major agent platforms, the ones you built yourself & your existing systems to proactively pull the knowledge your agent needs.
Acts with honesty & confidence
Agents act on their own only where they've earned it. Every decision is logged and explainable.
Scale autonomy without losing control — your agents make decisions that are logged and audited, grounded by your company knowledge and ways of working. They stop guessing and are given the tools to escalate or block the execution of tasks and processes that they are not confident to run.
How it works.
One layer that gives your agents the grounds to judge actions — your way.
Start in shadow — your agents observe and learn, nothing acts, zero risk. Then turn on autonomy decision class by decision class, only where they've earned it.
Click a step to see how it works ↓
Connectyour systems & agents01
Ingestvet & structure into the network02
Judge & Actyour way, or hold03
Compoundsharper every case04
feedback · every outcome teaches the network
GovernWraps every beat — human in the loop, earned autonomy, and a tamper-evident decision log across the whole loop.
01
Your systems & agents
Connect
Connect the agents you already have and the systems where your work happens — platform connectors and agent platforms. No new workspace, no migration, no rebuild.
Works with the agents you already have. Just connect.
No new workspace, no migration, no rebuild. Connect Inferior to your current agents, and to the systems where your company already makes decisions — agent runs, tickets, postmortems, Slack threads. Nothing your company already learned goes to waste.
Your agents feed the network as they work with developer tools.
The SDK sits inside the agent loop. Every decision is observed, redacted, and graded for confidence inside your walls — 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
Enterprise Crawler connects to your systems and discovers on its own.
The Crawler connects to the systems your company already lives in and learns how your decisions actually get made.
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
Enterprise Crawler Flow
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.
Inferior runs inside your perimeter. Decisions are captured, structured, graded and governed where your data already lives. Your company's private playbook never enters the public network — and a strict, auditable interface gates everything that does. This is knowledge no public model has and no competitor can replicate.
Your dataStays in your tenant. Period.
EgressPrivate link. Zero public surface.
Data-flow boundary enforced
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
Free to connect. Pay for the costly decisions your agents handle right.
Turn the agents you already have into company veterans.
Free to connect. Bring a real workload — we'll show you how Inferior teaches your agent your company's playbook, and which decisions it can handle on its own. You pay for the costly decisions it gets right, not for trying it.