Engineered in-house. Delivered with production confidence.
We engineer practical, high-converting enterprise AI solutions: action-taking AI agents, automated document-to-ERP pipelines, internal company brains, custom MCP servers, fault-tolerant SaaS sync, and private cloud model fine-tuning.
Comprehensive AI Capabilities
Each capability is engineered with strict type safety, private cloud isolation, observable telemetry, and verifiable enterprise accuracy.
AI Agents for Support, Sales & Back-Office Ops
Move beyond chatbots that only answer FAQs. We build multi-step AI agents that log into your CRM, billing, and ticketing tools to resolve support tickets, qualify leads, and process refunds—with Slack or Microsoft Teams human approval gates before critical actions execute.
What We Engineer & Deliver
- Multi-step reasoning loops that log into CRM, ticketing, and billing portals
- Slack and Microsoft Teams human-in-the-loop approval gates for critical actions
- L1/L2 autonomous support ticket resolution and automated refund processing
- Multi-app tool execution with parameter validation and sandbox constraints
- Full state persistence, reproducible replay traces, and immutable execution audit logs
Enterprise Applications & Workflows
Automated Invoice, KYC & Document-to-ERP Pipelines
Stop manually typing data from messy PDFs, scans, and WhatsApp images. Our vision pipelines extract complex tables, multi-page invoices, and contracts, validate math and tax rules, and push clean structured data straight into SAP, Tally, Zoho, or SQL databases.
What We Engineer & Deliver
- Multimodal layout and complex table extraction with 99.7% schema accuracy
- Direct bi-directional synchronization with SAP, Tally, Zoho, NetSuite, and SQL databases
- Pydantic-validated JSON extraction with mathematical cross-checks and tax rules
- Vision model handwriting recognition and low-resolution scan cleanup
- Batch and real-time webhook ingestion handling millions of pages with zero data loss
Enterprise Applications & Workflows
Internal Company Brain & Automated RFP Copilots
Turn scattered PDFs, Notion pages, Google Drive folders, and SQL databases into a zero-hallucination answer engine. Auto-draft client RFP responses with exact page citations while strict role-based permissions keep sensitive files secure.
What We Engineer & Deliver
- Hybrid search architectures (dense vector embeddings + BM25 keyword search) with sub-100ms retrieval
- Cross-encoder reranking algorithms for high-precision top-K passage selection
- Deterministic page-level and paragraph citations eliminating hallucination
- Granular Role-Based Access Control (RBAC) mirroring enterprise security perimeters
- Real-time incremental index synchronization over Google Drive, Notion, Slack & SQL
Enterprise Applications & Workflows
Turn Your Existing APIs & SDKs into MCP Servers
Already have product APIs, SDKs, or internal microservices? We wrap your existing endpoints into secure, type-safe MCP servers so Claude, Cursor, IDE copilots, and custom enterprise AI agents can natively interact with your software.
What We Engineer & Deliver
- Custom MCP server development with stdio and Server-Sent Events (SSE) transports
- Automated OpenAPI/Swagger schema to type-safe MCP tool specification translation
- Role-Based Access Control (RBAC) and parameter validation at the tool boundary
- Deterministic error handling, dead-letter fallbacks, and rate limiting
- Full unit, integration, and load testing harnesses for high concurrency in production
Enterprise Applications & Workflows
Outgrew Zapier? Fault-Tolerant Custom SaaS Sync
When no-code tools like Zapier or Make become too expensive and start dropping webhooks, we replace them with dedicated, self-healing cloud workers. Sync Salesforce, HubSpot, Stripe, WhatsApp, and your database in real time at up to 80% lower run cost.
What We Engineer & Deliver
- Dedicated serverless cloud workers with dead-letter queue retries and zero dropped webhooks
- High-throughput bi-directional synchronization between Salesforce, HubSpot, Stripe, and SQL
- WhatsApp Business API automation and multi-channel customer webhook routing
- Real-time event deduplication, replay protection, and transactional consistency
- End-to-end OpenTelemetry distributed tracing and Slack/PagerDuty ops alerting
Enterprise Applications & Workflows
Private Cloud AI & Fine-Tuned Small Models (SFT/DPO)
Paying too much for slow GPT or Claude API calls, or blocked by strict data-privacy laws? We fine-tune fast, domain-specific open-weight models on your historical logs and deploy them inside your private AWS or GCP cloud—cutting API bills by up to 70%.
What We Engineer & Deliver
- Proprietary dataset curation, sanitization, and high-fidelity synthetic data generation
- Supervised Fine-Tuning (SFT) using LoRA/QLoRA and full-parameter domain adaptation
- Direct Preference Optimization (DPO) and RLHF for exact output formatting and tone
- Automated enterprise evaluation harnesses with custom LLM-as-a-judge rubrics
- High-throughput, low-latency quantized model deployment (vLLM, TensorRT-LLM) inside your private VPC
Enterprise Applications & Workflows
How We Implement Enterprise AI
We reject brittle wrappers and boilerplate templates. Every system is built in-house with disciplined systems architecture, custom evaluations, and sovereign cloud deployment.
Discovery & Architecture Blueprinting
We analyze your existing data pipelines, API surfaces, latency requirements, and compliance boundaries. We produce a comprehensive architecture design document with exact schemas, model selections, and SLA definitions.
In-House Pipeline & Model Construction
Our engineering team builds the foundational components completely in-house. We configure custom OCR processors, vector indices, MCP servers, and agent execution graphs without relying on fragile third-party wrappers.
SFT, Custom Alignment & Rigorous Evaluation
We fine-tune models against your private datasets, calibrate retrieval relevance, and run rigorous evaluation harnesses against human-verified enterprise ground truth.
Production Hardening & Private Deployment
We deploy the system into your sovereign cloud environment (GCP, AWS, Azure, or on-prem VPC). We set up real-time telemetry, auto-scaling, latency optimization, and continuous monitoring.
How We Provide Our Services
Whether you need a high-impact 6-week product sprint, a dedicated embedded AI engineering pod, or an architecture audit, we tailor our delivery model to your technical velocity.
Bespoke AI Product Sprints
Intensive, focused engineering engagements delivering turnkey, production-ready AI systems. Ideal for companies needing a critical AI solution built fast with guaranteed milestones and 100% IP ownership.
Dedicated AI Studio Pods
An embedded, high-velocity engineering squad that acts as your dedicated in-house AI R&D and product team. We iterate on your core AI roadmap, optimize models, and integrate new capabilities as frontier AI evolves.
Architecture Reviews & Audits
A rigorous, comprehensive assessment of your existing AI pipelines, agent reasoning loops, vector search latencies, and data leakage risks.
Have a challenging AI architecture to build?
Connect directly with our engineering team. We move fast, think deep, and build with sovereign code and measurable ROI.