
Build, deploy, and improve AI agents.
Run them on your infrastructure, under your controls.
Hundreds of exceptional teams build on Context
Context, execution, identity, and evals on one foundation. Everything agents need to work in production.
Modules for every role, tool, and use case.
One platform for people and agents.
Chat, files, tasks, skills, applets and evals in one product, shared by your team and the agents that work with it.
Review is Thursday. Priya, can you get the portfolio pack started? Same structure as Q2, and Northwind and Alder go in the risk section this time.
@Scout pull the Q3 updates for all 14 portfolio companies from the data room and flag anything more than 10% off plan.
Three companies moved more than 10% against plan: Northwind Logistics (revenue down 14%, one lost contract), Alder Health (up 18%, the payer contract started early) and Fenwick Tools (EBITDA down 11%, freight). Sources are linked in the doc.
@Ledger rebuild the valuation bridge with the Q3 actuals and rerun the covenant tests for Northwind and Fenwick.
Northwind passes leverage at 3.9x against a 4.5x covenant. Fenwick's interest cover is 2.1x with the test at 2.0x: passing, but tight. One tab per company in the workbook.
- 01
Work together
Ask for the deck in the team channel. Atlas, the team's analyst agent, reads the updates and the bridge, builds the slides, and the file lands in the thread when it is done.
- 02
Turn work into apps
Ask Ledger, the finance agent, to keep the covenant numbers where everyone can watch them. It builds an applet from the workbook, and the applet opens beside the channel.
- 03
Codify what works
Atlas, the analyst agent, built the deck from a skill: steps you can read and edit. Share the skill with the workspace and every agent follows the same steps.
- 04
Make it better every week
Every run is scored against your criteria. A failed criterion goes to the Improver, which writes a new version of the skill from that feedback, so the agents get better, cheaper and faster every week.
- 05
Any model, always improving
Pick the model each agent runs on. The skills, scorecards and improvements stay, so the work keeps getting better whichever model you choose.
Built for production work.

Run anywhere.
Hosted. Your VPC. Air-gapped. The on-prem Context appliance.
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.
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
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.
The same model, better every week
Every run is scored, every failure improves a skill, and once a person approves the change, every run after it starts from there.
Agents do the work
Every task runs with the permissions of the person who asked, and every step is recorded.
You09:20Build the Q3 review deck from the updates doc and the valuation bridge. Same structure as Q2, the three flagged companies up front.
Context09:20Reading the Q3 updates and the bridge workbook, then drafting from the Q2 template.
Q3 portfolio review deckDone in 3 min 48 s- Read q3-portfolio-updates.docx, 14 companies
- Read q3-valuation-bridge.xlsx, 3 scenarios
- Draft slides from the Q2 template, 18 slides
- Place the flagged companies first, Northwind, Fenwick, Alder
- Render q3-portfolio-review.pptx, 4.1 MB
- Wrote q3-portfolio-review.pptx, 4.1 MB
Wrote q3-portfolio-review.pptx, 4.1 MBq3-portfolio-review.pptxworkspaces/b/q3-portfolio-review-deckDeck · 4.1 MBContext09:24Deck is ready: 18 slides, the three variance companies on slides 3 to 5 with the covenant tests beside each, the full portfolio table in the appendix.
q3-portfolio-review.pptx4.1 MB · 18 slidesYou09:31Add the covenant headroom chart from the workbook to the Fenwick slide.
Context09:31Added. Slide 5 now carries the interest-cover chart with the 2.0x test line; the appendix table is unchanged.
Share the deck with #q3-portfolio-review?Posts q3-portfolio-review.pptx to the channel and notifies the four members.ShareNot yetAsk anythingEvals score every run
Scorecards written by your own experts grade each run, so every failure has a name and a reason.
Q3 portfolio review deck
Atlas · Brindle Capital
Maya Okafor · Today 09:24
- Workspace:
- Brindle Capital
- Avg Rating:
- 2.0
- Feedback:
- 1
- Messages:
- 6
- Runs:
- 1
- Attempts:
- 1
Skills used:Quarterly portfolio reviewPrompt
# Where this task came fromYou were dispatched by Atlas, a Together agent, from the public channel #q3-portfolio-review, at the request of Maya Okafor.
Feedback
Deck qualityProject FeedbackToday, 09:41- Flagged companies lead the deckYes
- Covenant test beside each flagged companyNoPriya Natarajan · Fenwick's slide has no covenant chart.
- Appendix table completeYes
- Overall2 / 5
Additional FeedbackFenwick's slide has no covenant chart. The workbook's Fenwick tab holds the test.
Failures become better skills
A learning run reads the failed criteria, drafts the next version of the skill and tests it against past runs.
Quarterly portfolio reviewQuarterly portfolio reviewSavedv3Quarterly portfolio reviewBuild the quarterly review deck from the updates doc and the valuation bridge, flagged companies first.
- Scope
- Brindle Capital
- Tags
- portfolio
- Files
- SKILL.md deck-template.pptx Add files
- Connectors
- + Attach
- Scorecards
- Deck quality
Steps
- Read the quarter's updates doc and the valuation bridge workbook.
- Draft the slides from last quarter's template, one company per slide.
- Place every company more than 10% off plan first, on slides 3 to 5.
- Add the covenant chart from the workbook to each flagged company's slide.
- Render the deck and post it to the review channel with the flagged companies named.
Written by
Atlas · from the Q3 review deck task
Every run starts from the fix
Once a person approves the new version, every run after it starts from that improvement, on any model.
Quarterly portfolio reviewQuarterly portfolio reviewSavedv3Version historyEvery save of this skill. Restore brings a version back as the newest one.Version history
- Version 3Current
- Version 2Restore
- Version 1Restore
Quarterly portfolio reviewBuild the quarterly review deck from the updates doc and the valuation bridge, flagged companies first.
- Scope
- Brindle Capital
- Tags
- portfolio
- Files
- SKILL.md deck-template.pptx Add files
- Connectors
- + Attach
- Scorecards
- Deck quality
Steps
- Read the quarter's updates doc and the valuation bridge workbook.
- Draft the slides from last quarter's template, one company per slide.
- Place every company more than 10% off plan first, on slides 3 to 5.
- Render the deck and post it to the review channel with the flagged companies named.
Written by
Atlas · from the Q3 review deck task
Task pass rate over four months, with one marker for each stage. Measured at Qualcomm: 23% to 98% over four months on the same model. The shape of the curve between those points is illustrative.
How Context compares
Compare Context with Codex, Claude, Copilot and Gemini Enterprise, using each vendor's own pages. Hover a mark for the fact and its source.
| Difference | Context | CodexOpenAI | ClaudeAnthropic | CopilotMicrosoft | GeminiGoogle Enterprise |
|---|---|---|---|---|---|
| Any model, on your own keys | |||||
| Runs in your own cloud or air-gapped | |||||
| Every run scored, skills improved | |||||
| Agents act as the person | |||||
| Agents work inside the team |
A dash means partly, or that the vendor's pages did not specify this when read on 21 September 2026. See all nine questions
Industries
Built for the work in your industry.
Prebuilt agents for industry-specific workflows, systems, and controls.
Connectors
Connects to the tools you already use
Connect a source once. Agents read, work, and write back under the access rules you set.
800+ connectors across data warehouses, documents, CRMs, ticketing, and internal systems.
Your workflow, running in your environment.
Bring a workflow your team runs today and watch it run on your data, with your permissions.




