Capabilities One platform. Every agent your business needs. Agents for the workflows you run, with your knowledge and your rules — reaching people by voice, by chat, and from inside the tools your team already has open.
Capabilities One platform. Every agent your business needs. Agents for the workflows you run, with your knowledge and your rules — reaching people by voice, by chat, and from inside the tools your team already has open.
Voice A voice agent that takes the next action. It understands your business, works in your systems on the call, and brings in your team at the moment that needs a person.
Chat A little chat. A lot gets done. A property advisor that understands your brief, connects the details, and helps you take the next step — try it, or build one of your own.
Built around your industry Your world. Connected workflows. Explore the systems, the exceptions and the work we can connect for your team.
Explore industries
Lending Move the application. Keep the relationship. From first enquiry to the next repayment.
Explore lending
Insurance Give every submission a better first look. Less chasing. More informed underwriting.
Explore insurance
Healthcare Connect the information behind better patient support. More time for people. Less time finding answers.
Explore healthcare
Logistics Clear the exceptions that slow everything down. Keep freight, documents and exceptions moving.
Explore logistics
Retail & commerce Make every order easier to support. From a product question to a resolved order.
Explore retail & commerce
Manufacturing Keep production moving. Keep the context with it. Connect the supplier, the shop floor and the office.
Explore manufacturing
Explore AtomsAI How the work actually gets done. Illustrative workflows with their numbers and method, alongside notes on building and evaluating AI systems.
All resources
Case studies One workflow, measured. The rest are next door. A baseline first, the same population after, and the client’s own dashboard as the record. No number without a denominator.
Blog What broke, and what we changed. Notes on building and evaluating AI systems in production — the reasoning behind the numbers, without a sign-up.
Guides 11 guides across 44 chapters. Long-form method: how a workflow is scoped, built, evaluated and handed over. Read it end to end or a chapter at a time.
Browse the guides
Free tools Four calculators, and the code. Size the workflow before you talk to us. Every calculator is open, and so is what it assumes.
Open the tools
Company Built by the team behind JustCall 6,000+ customers. Peak XV Partners and Base10 backed.
Company overview
About us We ship systems, then we hand them over. An applied AI team from the group behind JustCall. We embed with your engineers, build the workflow that pays for itself, and leave you owning it.
Read our story
Careers We hire senior. That’s the filter. Forward-deployed engineers, evals and reliability engineers, delivery leads. Remote-first, with overlap.
Contact Talk to the people who ship the work. Bring one workflow to a working session. We inspect the actual handoffs and exceptions, and agree a scoped first build.
Trust Center SOC 2 Type II. HIPAA. Your cloud. Where the workflow runs, what it stores, and who can see it — the deployment matrix and the disclosures in one place.
Brand The type, the grounds and the dot system. How the mark, the grounds and the motion work — and the rules the site itself is built on.
See the brandWhat closes that gap is not a better model. It is integration into the systems you already run, evals you set the thresholds on, and a handover that leaves the thing in your repository.
SOC 2 Type II · HIPAA · Runs in your VPC
The same sequence every time, whether it’s one workflow or a programme. Each step ends in something you can inspect, not a status update.
STEP 01 OF 05
We watch the work happen. Screens, exports, the spreadsheet nobody admits to.
Invoice exceptions ranked first
| Rank | Workflow | Payback | Risk |
|---|---|---|---|
| 01 | Invoice exceptions | High | Low |
| 02 | Order changes | Medium | Low |
| 03 | Refund reviews | Medium | Medium |
01 goes first. Compare effort, payback and risk before choosing.
OUT Ranked workflow list
STEP 02 OF 05
The chosen workflow drawn end to end: data in, decisions, approval gates, systems written to, failure paths.
OUT Signed end-to-end spec
STEP 03 OF 05
Our engineers in your repo, behind your reviews. Real connections to the systems you already run.
5 agree 1 needs review
Same production data. Nothing commits until you approve the comparison.
OUT Live in a shadow lane
STEP 04 OF 05
Failure tests, cost ceilings, latency budgets, drift alarms, rollback.
Thresholds set by your team. A breach triggers an alert; rollback is documented.
OUT Eval scoreboard in CI
STEP 05 OF 05
Runbook, training, on-call handoff, and the next two workflows queued.
Your team. Full control.
Your repository · Your licenseOUT Your team running it
From the first decision to full ownership. Every step has a clear output.
Then set what it may do aloneDrag the handle. Every position is a real configuration we ship, the boundary is written into the blueprint and signed before the build, and the log line underneath is what your auditor reads at that setting.
Playing through the five settings — move the handle to take over.
Incoming work is checked by the agent, then committed or sent to a person.
Suggest only
The system drafts. A person sends everything.
The agent does this alone
The agent asks first
Draft and queue
It acts where nothing changes, and queues what does.
The agent does this alone
The agent asks first
Act within policy
It commits the clear cases. The threshold is yours.
The agent does this alone
The agent asks first
Act and notify
It owns the lane and tells you what it did.
The agent does this alone
The agent asks first
Full autonomy
It runs the lane. You read the scoreboard.
The agent does this alone
The agent asks first
09:14:02 invoice #48120 · matched to PO 7741 · confidence 0.94 auto-approved · policy ≤ $10k · sampled for review
Every run is logged with its inputs, its reasoning and the identity that authorised it — so an audit request is a query.
Two to four practitioners for the teardown sessions, a process owner who can make decisions, an engineering contact for access, and a security reviewer.
Access provisioning can be the main dependency — read-only access for discovery, write scopes before the shadow lane. We identify approval and service-account requirements in the blueprint so access does not become a surprise during the build.
We do the consulting part — the teardown, the baseline, the sequencing call — and then we build the thing. The deliverable is a running system in your repository, not a recommendation deck. The people in the teardown are the people who write the code. There is no discovery phase that bills for six weeks, and no hand-off to a delivery team you haven’t met.
If it helps: our first output is a ranked list that sometimes tells you not to buy anything yet.
Consultants who ship.
Then the teardown said so and you saved a quarter. We baseline before we build, and if the numbers don’t clear a payback bar we’ll say it out loud and point at the next workflow on the list.
We’d rather lose one engagement than ship something your team quietly abandons in month three.
You do, from the first merge. Code, prompts, pipelines, eval suites, infrastructure definitions and runbooks land in your repository under your license as we go. There is no runtime you rent from us and no component that stops working if you stop working with us.
This is your moat — not ours.
That’s the normal case. Your cloud account, your VPC, your KMS keys, your model provider, including self-hosted. SOC 2 Type II and HIPAA-capable. RBAC per action, approval gates, queryable audit trail, and a contractual commitment not to train on your data.
The blueprint contains the data-flow diagram your security team needs, and we’ll fill in your questionnaire.
typical security review turnaround
Your team operates it with us alongside them until the handover is agreed, then it’s yours. Some clients bring us back per workflow, some move to an embedded pod, some never call again — all three are fine outcomes.
What we won’t do is make continued payment a condition of the system continuing to run.
length of the supervised operation period
Have other questions?
Contact the teamBring the process that keeps breaking and we will tell you, on the call, whether it is worth automating yet.
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