From workflow discovery
to governed operations.
We work with enterprise engineering and operations leaders to transform manual, document heavy workflows into auditable multi agent operational systems. Five stages. One accountable pipeline.
Workflow & data discovery.
We sit alongside your team like field researchers. Observe every queue, log every exception, mine the rules living in people's heads. The output is a signed scope, not a slide deck.
- Exception mapping across every queue type
- Rule mining from tribal knowledge and SOPs
- ROI benchmarking with a prioritized shortlist
The state machine, in six lines.
We design agents as deterministic state machines, not free reasoning loops. Each node has one job, one boundary, one exit condition. Read the graph like a poem: predictable, replayable, teachable.
- LangGraph state orchestration with strict boundaries
- Tool bindings scoped per node
- Escalation branches on every material decision
Every rail India runs on.
Aadhaar, CKYC, NPCI, ABDM, GSTN. We treat them like a train network — scheduled, monitored, always on. Your agents ride the rails; the rails do the heavy lifting.
- Aadhaar OTP, CKYC registry, PAN validation
- NPCI UPI webhooks + ABDM M3 event streams
- GSTN GSTR-2B pull + internal ERP write-back
Tower to agent, always on the line.
Every material step is a radio call. Confidence scores, escalations, and approvals go over the same channel — auditable end to end. If you can read a transcript, you can review a decision.
- OpenTelemetry distributed tracing per tool call
- Shadow validation before straight-through progression
- Continuous prompt tuning with regression eval
A crypto agility certificate for the estate.
A two week engagement that leaves you with something you can hand to the board. Every crypto site inventoried, every algorithm mapped, every migration path costed. Signed with a post quantum key so we practice what we preach.
- NIST PQC audit across every service in scope
- Crypto agility scoring & migration roadmap
- Board level brief + governance playbook
DILITHIUM·3
Impact should feel like acceleration, not reporting.
Straight-through processing for low-risk routine transactions.
p95 transaction prescreening and real-time fraud scoring latency.
Auditable decision trails aligned to DPDP and sector regulators.
Start with one workflow, then let the system widen.
Two to four weeks. Shadow mode. One measurable outcome. We reply within 24 hours with a proposed scope.