By industry. By domain. By stack.
Real enterprise problems don't live in one category. We organise our work the way our customers actually frame their challenges — industry first, domain second, technology stack last.
Industries we work in.
Deepest in supply chain and compliance today. Actively expanding into the sectors our platform fits naturally — wherever enterprise systems of record already run.
Manufacturing
Shop-floor diagnostics, quality, MES-adjacent intelligence. Coming soon.
Coming soon
Retail & consumer
Inventory intelligence, returns, demand sensing. Coming soon.
Coming soon
Financial services
Ops automation, KYC assistance, regulatory reporting. Coming soon.
Coming soon
Public sector
Case triage, document intelligence, audit readiness. Coming soon.
Coming soon
Business domains we solve for.
The business function that owns the problem. Our agents are named and scoped along these domains — not along the specific software a team happens to run.
Operations & diagnostics
Find root causes fast. Reduce mean time-to-diagnose across any ops stack.
Agents: Smart Warehouse, Logistics IQ
Compliance & regulatory
Continuous reconciliation and filing prep across regulators.
Agents: CircleIQ
Transformation & migration
Shorter AI-augmented migrations, cleaner cutovers.
Agents: SAP Migrator
Procurement & vendor ops
Vendor analytics, spend anomalies, contract lifecycle.
Customer & field ops
Case intelligence, field diagnostics, post-sale operations.
Finance operations
Reconciliation, close acceleration, anomaly detection.
Every stack, then the one you run.
Last — deliberately last. We never lead with "we're a SAP shop" or "we're an AWS shop". We meet you wherever your systems of record already live.
ERP
- SAP (EWM, TM, S/4HANA, ECC)
- Oracle ERP Cloud
- Microsoft Dynamics
- NetSuite
- Workday
CRM & service
- Salesforce
- ServiceNow
- Zendesk
- HubSpot
Cloud & data
- AWS (Bedrock, Lambda, S3)
- Azure (OpenAI, Functions)
- Google Cloud
- Databricks
- Snowflake
Models
- Anthropic Claude
- OpenAI GPT
- Google Gemini
- Open-weight (Llama, Mistral)
- Customer-hosted
Observability & auth
- Okta, Azure AD, SAML
- Datadog, New Relic
- Slack, Microsoft Teams
- Jira, Linear
Running something that's not on this list? Our MCP-based integration layer usually reaches it in days, not months. Tell us what you run.
Can't see your intersection?
Every engagement we take is the intersection of one industry, one domain, and one stack. Tell us yours — we'll tell you if we're the right fit.