AI Integration
Intelligent Automation
LLM Systems
Enterprise AI, Engineered for Business Growth
Most companies have adopted AI tools. Few have embedded AI into the systems that actually drive their business. We design, build, and integrate AI capabilities into products, workflows, and operations to create measurable efficiency, better decisions, and long-term competitive advantage.
Clients:
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$
400
M+
Client GMV delivered
5
.0
Clutch rating
The challenge
Your AI Initiative Ships to Staging. It Never Reaches Production.
Six months later, the demo still hasn't made it into production. Real data, legacy systems, and edge cases expose the gaps. The budget is gone, the team is exhausted, and confidence in AI has disappeared.
Most AI projects never reach production. The bottleneck isn't the model, it's the integration, data quality, and engineering needed to make AI work reliably in the real world.
Too Many Tools & Models, No Clear Direction
Teams frequently experiment with a wide range of AI tools & models, but without a clear strategy to decide what to use, when to implement it, and why it delivers meaningful business value.
Poor Integration with Existing Systems
AI initiatives often fail because they are not effectively integrated with the workflows, data, and core systems they are meant to improve, leading to fragmented implementations and limited operational impact.
Automation that’s fragile under real conditions
Workflows that work perfectly in testing break when real data, edge cases, and human behavior enter the picture. Fragile automation creates more manual work than it eliminates and erodes trust in the whole initiative.
We engineer AI that ships to production and stays there.
What we build
AI features built to survive in production
We bridge the gap between AI experiments and production systems that impact your P&L. Every AI feature we build handles real data, real load, and real edge cases, not just the clean demo scenario.
AI Feature Development
AI-powered search, recommendations, scoring, and classification built directly into your product with reliability, observability, and scale.
LLM Integration & Workflow Tooling
LLM-backed internal tools for workflows, documents, knowledge retrieval, content generation, and decisions, built with guardrails for reliable performance.
Intelligent Process Automation
Workflow automation for approvals, branching, exceptions, and human checkpoints, built to handle real operations at scale without constant maintenance.
ML Model Integration & MLOps
Production-ready model deployment, monitoring, drift detection, and retraining workflows that keep ML systems accurate, reliable, and scalable over time.
Technologies & platforms
Knowledge Graph
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LangChain
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LangGraph
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OpenAI
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Anthropic
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SageMaker
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Bedrock
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Hugging Face
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Pinecone
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MLflow
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Airflow
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TensorFlow
Knowledge Graph
LangChain
LangGraph
OpenAI
Anthropic
SageMaker
Bedrock
Hugging Face
Pinecone
MLflow
Airflow
TensorFlow
Knowledge Graph
LangChain
LangGraph
OpenAI
Anthropic
SageMaker
Bedrock
Hugging Face
Pinecone
MLflow
Airflow
TensorFlow
Knowledge Graph
LangChain
LangGraph
OpenAI
Anthropic
SageMaker
Bedrock
Hugging Face
Pinecone
MLflow
Airflow
TensorFlow
We build systems. AI is the ingredient
AI giants sell models. We build the software layer that makes models useful inside your specific product, data, and operational context. Helping your teams make better decisions, automate critical workflows, and turn AI into measurable business value.
AI Integration
Workflow Automation
Decision Intelligence
Business Context
Where it applies
AI creates the most value when it's embedded in the right place
AI features that improve the user experience
Surfaces better results, makes smarter predictions, and personalizes the experience as it learns from behavior.
AI that reduces operational overhead at scale
Automation and intelligence embedded in back office workflows, reducing manual effort, improving decision quality, and surfacing the right signals at the right time.
LLM-backed tools for internal teams
Custom AI tools built for the people inside your business for faster knowledge retrieval, automated drafting, structured data extraction, and decision support.
How we work
Discovery
We audit your stack, workflows, integrations, and bottlenecks.
Build
We develop production-ready systems in focused, iterative phases.
Planning
We define a clear roadmap with priorities, milestones, and architecture direction.
Scale
We optimize performance, reliability, and operations for higher growth.
By the numbers
A creative partnership you can trust
$
400
M+
Commerce GMV supported across client platforms
10
+
Years building and scaling commerce systems
66
%
Average operational time saved through automation
32
%
Average operating cost reduction from AI-powered workflows
Related work
AI in production
Testimonials
What our clients say
Brice Gumpel
CEO & Co-founder, Seated