For teams building with AI
One workspace for your team and its agents.
Preserve what your company knows, run your operations, and move work forward — in one shared system built for humans and AI.
Turn what your company knows into work that gets done.
Golden
approver
Contents
Everything below was written as a note — by a teammate or an agent — and merged in by an owner. Only this is what agents treat as truth. It stays honest because drift brings anything outdated back for review.
Refunds
merged by jltello96@gmail.comanchored src/billing/refunds/**fresh
The refund flow and its reconciliation guarantees.
Stripe Webhooks
merged by jltello96@gmail.comanchored src/billing/webhooks/**fresh
Stripe webhook ingestion and its idempotency rules.
The gap
Your company runs across ten tools. Your AI starts from zero.
Knowledge, operations, and work are scattered across everything you use. Every new agent — and every new hire — starts blind. So you become the glue holding it all together, explaining the same things over and over.
In someone's head
The why behind every decision — gone the day they're on vacation.
In a thread
The constraint you agreed on, three months and ten channels ago.
In a tracker
The work, with none of the context that explains it.
In a CRM
The customer truth your agents can't reach when it matters.
What it's worth
Stop paying to rediscover what your team already knows.
Every time an agent starts, it pieces everything together from scratch — slow, costly, and blind to what your team already figured out. Driftless hands it the full picture in an instant. Measured on our own workspace:
~320×
less to bring an agent up to speed on an area of your work
90%
of the time it lands the right answer on the first try
~$0.40
of wasted AI spend saved every time an agent starts fresh
30×
cheaper when a change doesn't matter — it knows to skip it
What one agent costs to get up to speed on an area
Multiply it by every agent, every session. It adds up fast.
~320× cheaper. And it comes with the decisions and reasons no code can ever show.
“Honestly brutal — this would've cost way more, and taken way more time.”
Measured, not marketing — every figure is reproducible against the real workspace.
One system, three jobs
Everything your team knows, runs, and ships — together.
Know
Everything your company learns, kept and kept true.
Decisions, gotchas, customer and product context, the why behind the work. It stays — and it doesn't quietly go stale.
Operate
Model what you actually run.
Leads, accounts, onboarding, support cases — kept where your team and your agents can both act on them, not buried in a spreadsheet.
Execute
Move goals forward, together.
Humans and agents work the same projects — hand-offs, acceptance, validation, done. The work and its context never separate.
Each one makes the other two more useful.
Operate — your pipeline, live
$336K across 3 deals have had no activity in 30+ days. I drafted a follow-up for each owner and flagged Northwind for review.
Execute — humans and agents on one board
Todo2
Add reconciliation report
Backfill affected refunds
In progress1
Make webhook handlers idempotent
Done2
Move handler to async
Capture the retry-storm decision
See it work
Your agents answer from what the team knows — not a guess.
Every answer is backed by what your team actually knows, with the sources to prove it. And every new decision is there for the next agent, automatically.
Why did we move refunds to an async webhook handler?
Because Stripe webhooks arrive out of order and retry aggressively. The team chose an async handler to absorb retry storms, and made every handler idempotent — after the duplicate-refund incident, the sync approach was dropped.
Answered from 2 topics your team merged in — not a guess.
Built for the way you work
Start where your team already feels the pain.
Engineering
Decisions and gotchas, anchored to the code your agents edit.
ExploreSales & CRM
Accounts and deals your agents can read and act on.
ExploreOperations
Onboarding, support, and internal workflows as living objects.
ExploreAgent builders
A programmable substrate your agents read and write through.
ExploreFounders
Stop being the human API between every tool you run.
ExploreA workspace on top, a platform underneath
Use it like an app. Build on it like a platform.
Work in the browser, or reach the same system from the CLI, MCP, and a REST API. Your agents read and write through the surface your team already uses — no separate integration to build or maintain.
Build on DriftlessWeb
The workspace your team works in every day.
CLI
Read and write context from your terminal.
MCP
Your agents reach the same system you do.
REST API
Build directly on the substrate underneath.
Speed you can trust
Let agents do the work. Keep humans in control.
You delegate with confidence, not hope — because you can always see what your agents did, and you decide what becomes the team's official answer.
Agents propose, people decide
Anything an agent writes is a suggestion until a human merges it into the team's source of truth.
Full visibility
See what an agent read, what it acted on, and what changed since last time.
Nothing goes silently stale
When the underlying reality changes, the affected knowledge is flagged for review.
Connected, not copied
Your existing tools become fuel for your agents.
Connect what you already run. Your agents can read from it — and act through it. The data stays where it lives; the leverage shows up here.
GitHub
Slack
Linear
Salesforce
Notion
GmailTeams already building this way
The piece their stack was missing.
“Every decision, every constraint, every mistake we already made — anchored to the code. The agent retrieves it before touching that area. No one has to explain it again.”
Juan Bustamante
DevOps Engineer / SRE - Blu Owl Capital
“Driftless became our team's technical memory. It helps us capture the knowledge that usually lives in a few people's heads, keep it up to date alongside the code, and automatically catch when something's gone stale. It's one of those tools that becomes indispensable fast.”
Juan Cheli
Interim CTO - Nippy
“We work with 7 coupled repos and code agents across all of them. Critical knowledge like auth contracts, our multi-tenant isolation model, and the learnings from every incident used to get lost between sessions. Driftless turned all of that into persistent context the agents can query on their own. It's the piece our stack was missing.”
Ian
Software Engineer - Nippy
Don't start from a blank page
Start from a system that already works.
Pick a starting point and get instant structure — starter knowledge, the right objects, a first project, and agent suggestions.
Browse templatesNo new habit
It starts the way you already work.
You don't fill out a wiki. Context is born from how you already work — in chat, mid-thought, in the tools you run — and Driftless keeps it connected and current.
Bring your context in.
From a conversation, a doc, or a tool you connect — however your team already works.
Driftless structures it.
Anchored to what it's about, and flagged the moment it goes out of date.
Everyone works from it.
Your team, your agents, and every new hire — from minute one.
Not a wiki. Not a chatbot.
A doc makes you stop. A chatbot forgets. This keeps going.
A wiki stores what you wrote — and someone has to find it, then hope it's still true.
Driftless keeps it tied to the work it's about, and tells you the moment it's out of date.
A chatbot answers from a blank slate every session — confident, and often wrong.
Your agents start from everything the team already knows, and act on it.
Point tools each hold one piece — knowledge here, work there, data somewhere else.
One system where knowledge, operations, and work connect and feed each other.
Start free, grow when your team does
Stop starting from zero.
Free
For solo builders
Everything you need to get going.
- 1 workspace · 3 projects
- Your team's knowledge, always current
- Tied to the work it's about
- Connect your GitHub
- Works inside your AI tools
- Use any AI model
Builder
Most popularFor builders running on agents
Unlimited work and operations.
- Everything in Free
- Unlimited projects
- Run your operations (CRM & more)
- Agents that work on their own
- Slack & Linear
- Managed AI, if you want it
Team
Flat — not per seat
One shared workspace, governed.
- Everything in Builder
- One shared brain for the team
- Members, roles & approvals
- Operations at team scale
- Audit log & export
- Premium integrations
Enterprise
Org as system of record
Your systems of record, governed.
- Everything in Team
- SSO & SAML
- Salesforce & data residency
- Compliance & DPA
- Dedicated support & SLA
Every plan includes the CLI, MCP, and bring-your-own-model. Priced on usage — never per seat.
One workspace for your team and its agents.
Turn what your company knows into work that gets done.