Engine

The agent runtime that runs
inside your perimeter

Fig. 1Context Engine
Connect · vendor feeds
  • Is the FactSet feed back?

  • FactSet healthy since 04:12. Schema check now pinned on fundamentals.fcf_yield.

ConnectResize to read

Engine gives agents identity, tools, compute, and permissions on your infrastructure. Identity flows from your IdP, every action is authorized before it touches data, and each session runs in its own sandbox.

Identity from your IdP

800+ permissioned connectors

Authorized before it acts

Identity-scoped

Agents get only the user's access

Agents sign in through your identity provider, like Okta or Azure AD, and get the same access as the person using them, and nothing more.

  • Connectors inherit the caller's permissions at every call.
  • Credentials never enter the sandbox; the gateway attaches them.
  • Hosted, in your VPC, on-prem, or air-gapped, the model is the same.
S
sarah.chen@firm.com
via Okta
your VPC · us-east-1
+792 more

Identity, tools, and compute, governed

The runtime an agent needs to do real work, with the controls a security team needs to allow it.

Identity from your IdP

Agents authenticate through Okta or Azure AD and inherit the invoking user's permissions. They see exactly what that person would, and nothing more.

800+ connectors

Reach warehouses, document stores, ticketing, and internal services through permissioned connectors, scoped per tool.

A sandbox per session

Each session runs in its own isolated sandbox with no outbound network except through explicitly scoped tools.

Authorized before it acts

Every action is checked against the principal, the resource, and the policy before it runs. Sensitive actions need explicit approval.

Durable, resumable runs

Long-running work survives a crash or a reload and resumes where it left off, with no lost tokens or orphaned tool calls.

Audit on every action

Who did what, against which resource, under which grant, recorded as an append-only audit trail.

Accountable

Every action is logged and reviewable

What an agent can do is set by its permissions, not by its instructions. Every action is recorded with who ran it, what it was allowed to do, and who approved it.

  • An append-only audit answers who did what, and why it was allowed.
  • Severity gates hold sends, deletes, and broad sharing for a person.
  • Traces stay in your deployment; nothing is sent to Context.
Audit loglive
S
sarah.chenSnowflake
select · 47 tables in finance.sales
09:42
M
marcus.leeGoogle Drive
edit · Q4-memo.docx
09:38
P
priya.shahJira
comment · ENG-4421
09:36
A
ana.martinezSlack
post · #risk-review
09:34

Built for production work.

The Context on-prem appliance with the Qualcomm AI 100 Ultra accelerator visible inside.

Run anywhere.

Hosted. Your VPC. Air-gapped. The on-prem Context appliance.

acme-q4-diligence
Acme · Q4 review
Draft the diligence memo for Acme — focus on Q4 risks and growth signals.
Pulling Acme's Q4 financials, support tickets, and customer calls.
acme-q4-financials.csv+247 rows
Drafting risk signals and growth opportunities from the calls.
diligence-memo.docx+89 lines
Done — 3 risk signals, 2 growth opportunities flagged.
Ask anything (⌘L)
Research
Models
Claude 4.5 Sonnet
GPT-5
Gemini 2.5 Pro
Kimi K2
Llama 4 (custom)

Use any model or agent.

Claude, GPT, Gemini, Kimi, or open weights. Bring your own agent framework, or use ours.

Enterprise-grade authorization.

Identity through your IdP. Customer-managed keys. Audit on every action. Permissions inherited at every connector call.

Audit loglive
S
sarah.chenSnowflake
select · 47 tables in finance.sales
09:42
M
marcus.leeGoogle Drive
edit · Q4-memo.docx
09:38
P
priya.shahJira
comment · ENG-4421
09:36
A
ana.martinezSlack
post · #risk-review
09:34
acme-q4-diligence
diligence-memo.docx
Acme Q4 Diligence
Summary
Acme closed Q4 above plan on revenue, with margin compression from a one-time integration spend. Pipeline coverage for Q1 is healthy at 3.1x.
Risk signals
Top-5 customer concentration up to 41%.
Churn in mid-market segment ticked to 4.8%.
DSO extended by 6 days versus Q3.
acme-q4-financials.xlsx
A
B
C
1
Metric
Q3
Q4
2
Revenue
$1.04M
$1.23M
3
OpEx
$0.71M
$0.88M
4
Margin
31.7%
28.5%
5
Pipeline
$3.1M
$3.9M
6
Churn
3.2%
4.8%
7
NPS
47
52

A complete working environment.

Documents, spreadsheets, decks, kanbans, and file viewers built in. Your team and agents work on the same files in the same environment.

Faster, cheaper, better

Self-improving models, agents, and skills deliver better outcomes at scale.
Task completion on your team's rubric
Context94%
Claude Cowork62%
OpenAI Codex57%
Devin49%
From internal benchmarks on specialized enterprise workflows.
40
×
Faster turnaround
28
×
Lower cost per case

Custom models trained on your work

Your team's accepted outputs become training data for models you own and serve, and they beat general-purpose agents on your specific tasks.

Evals gate every change

Rubrics and golden sets validate every runbook, model, and context change against past work before it ships. Regressions are caught automatically.

Step-level model routing

Each step routes to the cheapest model that clears your rubric. Frontier models handle only the genuinely novel, so cost falls without losing quality.

Talk to us.

Bring a workflow your team runs today and see it run in your environment.