Production AI engineering
end to end
13 specialized capabilities across AI engineering, platform engineering, and enterprise strategy. Every service is backed by production experience in real enterprise environments.
AI Application Development
AI-native from the first commit.
We architect and build software where intelligence is infrastructure — not a feature bolted on later. From concept to production, we design systems that learn, adapt, and scale.
Business impact
Ship AI-native products that create durable competitive advantage. Your users get smarter software; your business gets a technical moat that compounds over time.
Technology
LLM APIs, streaming inference, embeddings, agentic patterns, vector search, model routing
LLM Integration & Fine-tuning
The right model. The right fit. Zero hallucination.
We integrate large language models into existing enterprise systems with surgical precision — handling model selection, prompt engineering, caching, cost optimization, and reliability.
Business impact
Accelerate knowledge work across your organization without rebuilding your stack. Get LLM capabilities embedded where your team already works.
Technology
OpenAI, Anthropic Claude, Gemini, Mistral, Llama, fine-tuning, RLHF, prompt caching, structured outputs
AI Agent Development
Autonomous systems doing real enterprise work.
We build multi-agent systems where specialized AI agents plan, reason, use tools, and collaborate autonomously — handling complex business processes that previously required entire teams.
Business impact
Automate end-to-end workflows, not just individual tasks. Free your team for judgment-intensive work while agents handle volume, repetition, and routine complexity.
Technology
LangGraph, tool use, memory systems, reflection loops, agent-to-agent coordination, failure recovery
RAG Systems & Knowledge Platforms
AI that knows your business, not just the internet.
We build Retrieval-Augmented Generation systems that give AI models accurate access to your proprietary knowledge — internal documentation, databases, past decisions, and institutional memory.
Business impact
Eliminate AI hallucinations. Get responses grounded in your actual data. Turn fragmented organizational knowledge into an always-available, always-accurate intelligence layer.
Technology
Vector databases (Pinecone, Weaviate, pgvector), hybrid retrieval, re-ranking, chunking strategies, evaluation pipelines
Workflow Automation
Processes that run themselves.
We transform time-intensive, error-prone business workflows into intelligent automated pipelines — combining rule-based automation with AI reasoning to handle exceptions that break conventional tools.
Business impact
Cut operational costs on automatable workflows by 40–70%. Eliminate human error from repetitive processes. Scale operations without scaling headcount.
Technology
Temporal, event-driven workflows, state machines, webhook orchestration, RPA integration, document processing
MCP Integrations
Model Context Protocol, done right.
We design and implement Model Context Protocol servers and clients that give AI agents structured, secure access to your enterprise tools, databases, and APIs — with proper scoping and audit trails.
Business impact
Enable AI agents to interact safely with your enterprise systems without bespoke glue code. Standardize how your organization's AI stack connects to its tools.
Technology
MCP server development, tool schema design, authentication, rate limiting, capability scoping, client integration
Platform Engineering
Give your developers the infrastructure they deserve.
We build Internal Developer Platforms that dramatically accelerate engineering velocity — standardized deployment pipelines, self-service infrastructure, developer portals, and golden paths that eliminate toil.
Business impact
Cut time-to-production from weeks to hours. Free senior engineers from infrastructure toil. Onboard new developers faster with opinionated, well-lit paths.
Technology
Backstage, Crossplane, ArgoCD, Kubernetes, Terraform, developer portals, golden path templates, platform observability
Backend Modernization
Legacy systems to modern platforms, without the risk.
We migrate and modernize legacy backends using proven patterns that preserve business continuity while incrementally replacing outdated architecture with modern, observable, and scalable systems.
Business impact
Eliminate technical debt compounding at 20–30% annually. Unlock capabilities your legacy system can never support. Reduce operational risk and maintenance cost.
Technology
Strangler-fig pattern, event streaming migration, database modernization, API gateway abstraction, phased cutover
Distributed Systems Architecture
Systems designed for the failure modes you haven't thought of yet.
We design distributed systems that handle real-world complexity — from event-driven microservices to high-throughput data pipelines — architected for the failure modes and scale requirements of production enterprise environments.
Business impact
Build systems that stay up during partial failures, scale to meet demand spikes, and maintain consistency guarantees your business depends on.
Technology
Microservices, event sourcing, CQRS, Kafka, distributed tracing, saga patterns, service mesh, consensus algorithms
Enterprise Integrations
Connect your stack without compromising security.
We design secure integration layers that connect enterprise applications — ERP, CRM, HRIS, and custom systems — through resilient, auditable data pipelines that meet enterprise security and compliance requirements.
Business impact
Eliminate data silos that cost you visibility and speed. Integrate systems safely without creating security liabilities or brittle point-to-point connections.
Technology
OAuth 2.0, mTLS, API security, event-driven integration, Salesforce/SAP/ServiceNow, data transformation pipelines
AI Observability & Monitoring
Know what your AI is doing before it causes a problem.
We implement comprehensive observability for AI systems — LLM traces, agent execution monitoring, retrieval quality metrics, cost tracking, and anomaly detection — so you have full visibility into your AI's behavior in production.
Business impact
Catch AI degradation before users do. Understand exactly where failures occur. Reduce MTTR for AI incidents from hours to minutes.
Technology
OpenTelemetry, LLM tracing (LangSmith, Arize, LangFuse), custom metrics, cost dashboards, SLO monitoring
AI Governance & Safety
AI that enterprise security and legal teams can live with.
We architect AI governance frameworks that give organizations control, visibility, and auditability over their AI systems — covering access control, output filtering, bias monitoring, and compliance reporting.
Business impact
Deploy AI in regulated environments with confidence. Pass security reviews. Provide compliance evidence. Ensure AI outputs meet your quality and safety standards.
Technology
RBAC, output guardrails, audit logging, PII redaction, bias evaluation, model risk management, compliance reporting
Custom Software Development
Built for your business, not borrowed from a template.
We architect and build bespoke software systems aligned precisely with your business logic and scale requirements — from greenfield applications to complex integrations with existing enterprise systems.
Business impact
Reduce operational friction caused by software that wasn't designed for your workflows. Gain systems that create durable competitive differentiation.
Technology
TypeScript, Go, Python, FastAPI, Next.js, PostgreSQL, Redis, event-driven architecture, cloud-native patterns
Ready to build AI that
actually works in production?
Whether you’re exploring AI for the first time or scaling a system hitting its limits — we’ll give you an honest assessment of what’s actually possible.