Customer & service operations
Resolve customer and service requests faster.
Agents and voice assistants bring together customer context, coordinate handoffs, and take approved actions.
Build AI into the work that moves your business.
We build production AI that uses your business context, works across your tools, and takes controlled action. The same accountable team also delivers applications, data platforms, integrations, and cloud modernization.
Selected companies we’ve worked with
Reinsurance Group of America
P&G
Colgate-Palmolive
Komatsu
SavATree
Tidemark Capital
Postman
Speakeasy
Portkey
HyperVerge
Pepper Content
Mysa
Base Power
dub
American Chemical Society
Fanstake
Stride Learning
Start with the work.
Not the model.
Start with a valuable business problem, usable data, and a safe path to adoption.
Knowledge & documents
Turn fragmented knowledge into traceable answers.
Understand documents and search business knowledge to deliver useful answers with traceable sources.
Reporting & decisions
Move from data to informed action faster.
Analytical agents explain anomalies, explore scenarios, and bring recommendations into your existing tools.
Operations & field work
Coordinate field work across people, assets, and systems.
Field copilots use images, voice, and asset context to flag exceptions and coordinate the next action.
Software & internal platforms
Build AI tools around your team’s work.
Embed AI that plans and completes multi-step tasks across business systems, with permissions and memory.
Products & customer experience
Launch differentiated, AI-native products.
Create personalized experiences that understand text, images, and voice—and respond in real time.
A production path.
Built around evidence.
Each phase produces the evidence needed for the next decision.
Decision
Which workflow is worth building?
Agree the users, business value, usable data, and level of automation. Define success and where human judgment stays in control.
- You receive
- A prioritized use case and agreed success criteria.
- Evidence to continue
- Agreed success measures, usable data, and clear automation boundaries.
Trust is engineered
into the system.
Keep production AI reliable, secure, and accountable. Clear evidence and a path to recovery help your team stay in control after launch.
Built-in production controlsData, actions, quality, and operations
Secure use of company data
Give models and agents only approved information through controlled retrieval, memory, and connections to your systems.
Controlled access and actions
Limit what agents can see and do with identity checks, scoped permissions, isolated environments, and human approval where it matters.
Continuous quality and safety testing
Test task success, source grounding, safety, recovery, speed, and cost before release and throughout production, including adversarial cases.
Production monitoring and recovery
Trace actions and system state, collect feedback, and support escalation, replay, and rollback so problems stay visible and recoverable.
Designed for your workflow. Verified throughout production.
One engineering partner.
AI, applications, data, and cloud.
We connect AI to the software, data, and infrastructure it needs to work. Each capability also stands on its own for your wider technology roadmap.
Built around how
your industry operates.
Experience across regulated enterprises, consumer brands, field operations, and technology helps us build around how your business works.
Regulated operations
Insurance & reinsurance
Connect critical applications, controlled documents, and reporting across regulated operations.
Complex enterprises
Consumer products & retail
Bring together data from brands, markets, and established platforms so teams can coordinate work and decisions.
Distributed operations
Industrial & field services
Connect asset information, field tasks, and frontline teams so distributed operations stay coordinated.
Digital products
Technology & SaaS
Connect customer-facing products, internal tools, and data systems with integrations and production AI.
Close to the work.
Accountable through production.
Forward-deployed teams work directly with your business users and technology leaders, building in your real operating environment and staying accountable through release, adoption, operation, and handover.
AI and technology that move the investment thesis forward.
For private equity firms and portfolio companies, we deliver production AI, applications, data, automation, integrations, and cloud modernization across the hold period.
Deliver technology value while it can still influence the investment outcome.
Acquisition & integration
Connect the business
Bring acquired applications, workflows, and data together so teams can operate with less fragmentation.
Value creation
Put AI and automation to work
Connect AI workflows and products to revenue, margins, service, and risk. Remove manual bottlenecks, reduce errors, and increase operating capacity.
Scale
Build for growth and visibility
Launch revenue and operational applications. Unify reporting and operating metrics so management can see performance as the business grows.
Exit readiness
Strengthen the technology foundation
Modernize critical systems, improve resilience, and address technology gaps before diligence.
Custom where it matters.
Platforms where they help.
We choose architecture around your operating needs, existing environment, time to value, risk, and long-term ownership.
Custom AI & full-stack systems.
Build reasoning and multimodal AI into purpose-built software, with the context, memory, and tools each workflow needs.
- Agent connections to business tools and other agents, using MCP/A2A where appropriate
- Context engineering, memory, and secure sandboxes
- Evaluations, guardrails, and durable runtimes
Your customer experienceInterfaces shaped around your people
Applications & servicesBusiness logic · Workflows · APIs
Data, APIs & infrastructure
DataIntegrationsCloud
Established platforms.
Expert implementation.
We implement, integrate, extend, and operate platforms as part of the applications, data, analytics, AI, and cloud outcomes we deliver.
Platform implementation expertise.
Applications, data, analytics, AI, and cloud.
RetoolApplications & workflows
BI & analytics
Airbyte
Data integration
Data transformation
Snowflake
DatabricksData platforms
AzureCloud platforms
Find the first workflow worth putting into production.
Our AI Opportunity Assessment turns a promising use case into a clear production plan before you commit to the full build.