Autonomous AI Agents
Engineered for Production
Stop deploying fragile prompt wrappers. We build deterministic multi-agent architectures, stateful workflow orchestration, and enterprise RAG systems with zero-hallucination SLAs.
RAG Knowledge
pgvector (0.89 cosine)
12 chunks retrieved
Tool Execution
Stripe Refund API
Idempotency verified
Enterprise Agentic Engineering
Built on production-grade foundations. We solve the reliability, latency, and security challenges that keep AI agents from shipping to enterprise production.
Multi-Agent Orchestration
Stateful supervisor-worker topologies, cyclic graphs, parallel execution, and automated state persistence for complex multi-step enterprise workflows.
Deterministic Tool Use & APIs
Function calling with Pydantic JSON schemas, idempotency keys, automatic retry logic, and secure connectors to ERPs, CRMs, databases, and third-party APIs.
Enterprise RAG & Hybrid Search
Dense vector embeddings combined with BM25 sparse keyword search, reranking models, semantic chunking, and metadata filtering for sub-200ms document retrieval.
Guardrails & 0% Hallucination SLAs
Deterministic input/output validation, prompt injection shields, PII redaction, and semantic bounds checking designed specifically for regulated industries.
Human-in-the-Loop (HITL)
Interactive escalation queues, confidence score thresholds, and Slack/Teams/Email approval triggers so human experts stay in control of high-stakes actions.
Observability & Cost Controls
End-to-end token tracing, latency metrics, prompt caching, multi-model cost routing, and regression evaluation suites to keep OPEX predictable.
The 6-Layer Enterprise Agent Stack
How we construct resilient, compliant, and cost-controlled AI agent systems.
Perception & Ingestion
Technologies: Unstructured.io, Whisper, Tesseract OCR, Webhooks
Multimodal data ingestion covering PDFs, scanned invoices, audio recordings, customer support tickets, and raw API payloads into standardized JSON schemas.
State & Orchestration Engine
Technologies: LangGraph, Temporal.io, Redis Streams
Distributed state machines that manage agent memory, checkpointing, rollback on failure, human approval pauses, and multi-agent consensus protocols.
Model Gateway & Hybrid Routing
Technologies: LiteLLM Proxy, Claude 3.5 Sonnet, GPT-4o, DeepSeek-R1, Llama 3.3
Smart routing based on task complexity and budget: lightweight models for classification, reasoning models for multi-step planning, and local Ollama models for sensitive data.
Knowledge & Vector Memory
Technologies: PostgreSQL + pgvector, Pinecone, Cohere Rerank
Unified enterprise memory combining episodic user session memory with semantic enterprise knowledge bases indexed for hybrid keyword + vector retrieval.
Execution & Tool Integration
Technologies: Docker Sandboxes, OpenAPI, PostgreSQL, Salesforce, SAP
Isolated execution environments for code interpreters, SQL query execution with read-only replicas, and authenticated enterprise API webhooks.
Guardrails, Evals & SRE
Technologies: OpenTelemetry, LangSmith, DeepEval, Prometheus
Real-time telemetry measuring token usage, latency percentiles, hallucination rates, tool failure rates, and automated synthetic evaluation pipelines.
Transparent AI Agent Pricing
Fixed-scope engagements with senior architects. 100% code and IP ownership.
Agentic Feasibility & POC
Rapid validation of high-impact agent use cases with working prototypes, benchmark evals, and architectural roadmap.
$15,000 – $25,000
Timeline: 3–4 Weeks
Deliverables:
- Problem definition & agent topology design
- Working POC with 2–3 integrated enterprise tools
- Evaluation dataset with accuracy & latency metrics
- Production deployment & architecture roadmap
- Zero vendor lock-in code handover
Production Enterprise Agent
End-to-end production deployment of autonomous agent workflows with state persistence, guardrails, and enterprise integrations.
$35,000 – $60,000
Timeline: 6–10 Weeks
Deliverables:
- Stateful multi-agent system on LangGraph / Temporal
- Enterprise RAG pipeline with hybrid search & reranking
- Human-in-the-loop approval dashboard & Slack bot
- Guardrails, PII redaction & 0% hallucination SLA
- CI/CD deployment to client AWS/GCP cloud
- 60 days post-launch tuning & SRE support
Enterprise AgentOS Platform
Comprehensive multi-agent platform automating core cross-departmental operations with custom fine-tuning and SLA guarantees.
$70,000 – $150,000+
Timeline: 12–20 Weeks
Deliverables:
- Multi-agent ecosystem orchestrating 10+ business workflows
- Custom fine-tuned domain models & private LLM hosting
- Enterprise SSO, RBAC, and SOC2 / HIPAA audit logging
- Full distributed tracing and automated regression evals
- Dedicated India AI-GCC pod option for ongoing iterations
- 90 days 24/7 Managed SRE retainer included
Ready to Build Your Enterprise AI Agents?
Schedule a 30-minute technical session with our AI architects. We will evaluate your workflow, analyze state complexity, and map out a concrete implementation plan.