We don't build toy chatbots. We construct deterministic event pipelines where real inputs trigger intelligent reasoning, evaluate strict business rules, and execute reliable software actions across your existing databases and APIs.
Generative AI alone is unpredictable. We pair large language models with deterministic API guardrails and structured JSON schemas so systems never hallucinate with real customer records.
Direct webhooks listening to WhatsApp Business API events, uploaded PDF purchase orders, inbound customer emails, and web inquiries. Payloads are scrubbed and normalized immediately.
Retrieval-Augmented Generation (RAG) using self-hosted vector databases (Qdrant). The system grounds every inference against your actual product catalog and operational policies.
The model's output is forced into strict Pydantic/JSON schemas. If confidence dips below 90% or business constraints are violated, the pipeline routes to an exception holding queue.
Asynchronous background workers (Redis + FastAPI) execute calls to your ERP, CRM, or accounting software with guaranteed delivery, deduplication, and retry policies.
Records are written to production MySQL/PostgreSQL stores. Real-time notifications fire to WhatsApp, Slack, or email confirming task completion with an immutable audit hash.
Every step—from raw prompt tokens to final API response—is logged with timestamps and status codes so engineering teams maintain complete visibility over AI operations.
We identify the operational bottlenecks where skilled staff spend 40% of their workday doing repetitive data copying, document extraction, and initial customer triage.
Eliminate manual data entry of vendor bills and delivery challans. Computer vision pipelines extract GSTIN, item descriptions, line quantities, and HSN codes directly into your accounting software in 3 seconds.
Qualify incoming prospective leads at 11:00 PM without waiting for office hours. The bot parses customer requirements, looks up inventory availability, and creates calendar appointments.
Give internal engineering, sales, and legal teams immediate answers to complex company manuals, past contracts, and technical compliance rules without exposing data to public models.
Connect disparate software tools (e.g. payment gateway checkout → ERP invoice creation → warehouse dispatch alert → WhatsApp tracking link) with zero human intervention.
Autonomous systems should never make irreversible financial or legal commitments without oversight. We engineer transparent escalation gates where humans review borderline decisions before execution.
We build with open, modern, and production-tested frameworks. No vendor lock-in or proprietary monthly agent fees.
No, absolutely never. We deploy on enterprise API tiers with explicit zero-data-retention agreements or host open-weight models (such as Llama 3 and Mistral) directly on your own private cloud or local servers. Your documents, pricing, and client records never leave your secure perimeter.
Standard chatbots only follow rigid, pre-written button trees. If a user asks a slightly different question or types in Hinglish, the bot breaks. AI agents understand natural conversational language, query real internal data, extract parameters, and make API calls to update live databases.
Yes. We engineer custom REST API endpoints, webhook listeners, and background sync workers that interact with your MySQL/PostgreSQL databases, custom ERPs, Tally XML ODBC bridges, Google Sheets, or CRM systems.
A targeted document OCR pipeline or WhatsApp customer qualification agent is typically deployed within 10–14 business days. Enterprise-wide private RAG installations with complex multi-system ERP syncing take 3–5 weeks.
Bespoke ERP systems, scalable backend architectures, and custom database engineering.
Transforming raw database telemetry into actionable executive dashboards and predictive signals.
Serverless API workers, vector database hosting, and high-concurrency cloud scaling.
Tell us what you're trying to build, improve or fix. We'll start with the technical requirement.
Receive preliminary project architecture, pricing tiers, and timeline estimates within 15 minutes under strict NDA.