Work gets passed around.
@InboxMissing context
▤SpreadsheetsAnother version
⊞CRMIsolated records
Who has the answer?Waiting for context!
↺ReworkStart again
▧ReportsStill waiting
COPY. CHASE. REPEAT.Most of what slows a business down was never designed. It accumulated.
Most technology projects start with the technology. We start with how your company works: where the work slows down, who decides what, and which steps exist only because nobody removed them.
Sometimes the right answer is less.Work moves with context.
@ Inbox
▤ Spreadsheets
⊞ CRM
SpecialistsExecute the work
EvaluationCheck each handoff
Humans decideEvidence in. Judgement out.✓
SAME BUSINESS. A BETTER WAY FOR WORK TO MOVE.
02 / CONTEXT THAT COMPOUNDSMemory is what
Memory is what
makes it yours.
Across people, teams and the organisation. Relevant experience resurfaces. Context evolves. Every agent works within its boundaries.
ADAPTIVE MEMORY01 — 03
USER CONTEXT
Working preferencePrior decisionRelevant experience
User MEMORY
An individual’s context.
Preferences, relevant experience and the decisions that shape an individual’s work.
The right context comes into focus.
A task activates relevant memories within its permitted scope. The agent starts with context, not a blank page.
An illustration of behaviour, not a view of production data or the underlying memory rules.
CONNECTED KNOWLEDGE. SELECTIVE RECALL. CONTINUITY.
The next task shouldn’t have to start from zero.
03 / FROM INTENT TO OUTCOMEHumans decide.
Humans decide.
The system follows through.
Thinkers become builders. Follow one illustrative workflow through the system.
QUARTERLY RECONCILIATIONEXAMPLE RUN
HUMAN DIRECTIONFinance lead
THE BRIEFReconcile the quarter
ORCHESTRATORUnderstand the goal
A.01
Source scoutReady for a briefScoped tools + memory
A.02
Data analystReady for a briefScoped tools + memory
A.03
WriterReady for a briefScoped tools + memory
Context User · Team · Organisation
HUMAN JUDGEMENTReview · steer · approve
DIRECTION BACK TO THE SYSTEMDelivery follows human sign-off
01 / DEFINE THE WORK
A workflow with a definition of done.
- Input
- Ledgers, source files, policies
- Owner
- Finance lead
- Outcome
- Reconciled records + exceptions
workflow.created · awaiting plan
Stage one
A thinker arrives with a workflow, not a prompt
Six spreadsheets, two inboxes, one deadline. A finance lead who knows exactly what good looks like and has no time to build it. In our system it arrives as a workflow with an owner, a budget and a definition of done.
Nothing here is a chatbot. It is work with a start, an end and a record.
The infrastructure underneath
Stratum
Our Agent PlatformOur agent platform for building, running and evolving specialised AI agents.
It handles the machinery agents need to do real work — execution, state, memory, tools, permissions, retries, observability and cost — as one coherent runtime. So the systems we build above it do not have to reinvent the foundation every time.
The models are available to everyone.The system around them is ours.
Every agent knows what it can do, what it can access and where it sits in the larger workflow. Every action can be traced. Every run can be measured. And every component can change without rebuilding the system around it.
That is how we move from AI prototypes to dependable operating systems — and ship in weeks instead of quarters.
Stratum
Our Agent Platform
Noether
Our Agent OS
01 /ExecutionState, tools and retries
02 /MemoryContext within boundaries
03 /PermissionsScoped capabilities
04 /EvaluationChecks before handoffs
05 /ObservabilityTraceable actions
06 /CostMeasurable runs
Stratum is our execution foundation. Noether, our Agent OS, is being built above it to connect discovery to delivery.
We map the business before we build for it. Everything that follows is shaped to fit.
01
Map the business
Your processes, domain and teams as an ontology: the entities, how they relate, who the experts are. This knowledge graph is what every agent works from, so it comes first.
02
Find the friction
With the map in hand, bottlenecks show themselves. Handoffs that stall, decisions that wait on one person, work that gets redone.
03
Build the software
Digital solutions on current-generation models and tooling, shipped fast on an agent platform we built and own.
04
Create the assets
Websites, team portals, automation flows, expert onboarding. Each built to your domain, on your map, not a template with your logo on it.
Agents produce, Humans Decide.
One conversation to start, then something working in weeks. Every decision recorded, so revision two never contradicts revision one.
PEOPLESet the direction
Build specialistProduce the output
Review specialistEvaluate the evidence
PEOPLEReview & decide
FEEDBACKDelivered. Documented. Yours.
People set the direction.
The goal, constraints and definition of done.
Three rules we hold to
Business first
We name what improves, and by how much, before you buy anything. If nothing clears the bar, we say so.
Measure, then improve
We record what the work costs you today. That number is what every build is judged against later.
Build for independence
Your team runs it without us. Files, access and documentation are yours from the first handover.
One conversation, then something working in weeks
No account managers, no discovery phase on the clock, no months spent debating what might be possible. Production runs on our own systems; the two founders review every output before it reaches you.
Understand
What you sell, how the work moves, who decides, and where it stalls. No discovery phase on the clock.
Decide what is worth doing
We weigh AI, automation, software, process change and doing less, then rank them by what each saves against what it costs.
Build it
Working software early, with a review between each pass, so you can change direction while changing it is still cheap.
Put it in your hands
Connected to the systems you already run, your team trained on it, and the files, access and documentation yours to keep.
Built for businesses that cannot write a brief, and should not have to.
Tell us what you sell, who buys it, and what you are tired of. We construct the brief from there.
HealthcareHospitalityD2C and retailReal estateEducationFintechProfessional servicesManufacturing
FAQ
Questions we get before the first call
Anything else, ask on the call. It is twenty minutes and it is with a founder.
ARILAS builds specialised AI agents, workflow automation and custom software for businesses. We map how your processes, teams and systems work, then build around the bottlenecks. Our services include internal systems, team portals, intelligent workflows and websites, with human review throughout delivery.
A chatbot primarily responds to a conversation. A specialised agent carries out a defined task using permitted tools and relevant context. In our workflows, agents receive scoped responsibilities, work within budgets and permissions, and pass evaluation checks before their output moves to the next step. Humans review decisions that need judgement.
Stratum is ARILAS’s existing agent platform for execution, state, memory, tools, permissions, retries, observability and cost. Noether is our Agent OS, currently in development above Stratum, intended to connect discovery to delivery.
Memory gives agents continuity across tasks, with context scoped to a user, team or organisation. Relevant experience can resurface through activation and events; what remains relevant changes with time and memory type. Combined with connected business knowledge, this helps agents use earlier decisions without starting from zero, while respecting access boundaries.
With how your business works, not with what we would like to build. We map the processes, the domain and the teams first, because everything after that is shaped by what the map shows.
Only where AI is the right answer. We weigh automation, custom software, process change and doing less alongside it. Often the cheapest win on the table is removing a step nobody needed.
An agent workforce executes production inside Stratum, our own agent platform, with an evaluation gate on every step. Two founders decide: they set the brief, review every output against it, and sign off before anything reaches you.
Custom software, internal systems and team portals, automation across the tools you already pay for, intelligent workflows, websites and the brand system around them. Usually two or three of those together.
One conversation to start, then something working in weeks rather than quarters. We give you the number and the scope before you commit.
Everything. Systems, source, files, accounts, access, documentation, and the record of every decision that produced the work. Your team or another partner can extend it without starting over.
Everything we build for you stays with you.
Systems and softwareYours.
Files and accessYours.
DocumentationYours.
Your team, or another partner, can extend it without starting over. Stratum runs our side of the work; what you keep is plain, documented and yours.
HANDOVER / WHAT YOU RECEIVE
Source, configuration and access
What was decided, and why
Documentation your team can use
Tell us how your business works. We will take the complexity out of it.
YOUR NEXT WORKFLOW STARTS HERE
Bring one workflow that slows your team down. Start with a 20-minute conversation with a founder.
Request a 20-minute callOr reach us directly: WhatsApp +91 78967 07403 or hello@arilas.ai. Arindam or Abhilash replies, not a form.