Data & AI engineering studio

Where your data meets intelligence.

AI Chauk designs and builds AI agents, LLM applications, data platforms and analytics for finance, CRM and operations teams. We take you from scattered spreadsheets to systems that think, act and report on their own.

Book a discovery call → See what we build
AI agentsLLM & RAGData engineeringAnalytics & BIData products
live: sources → chauk → decisions

chauk /tʃɔːk/ · noun · Hindi the square where every road in town meets. Ours is where your ledgers, CRMs, documents and APIs meet AI.

Services

Eight roads into the chauk

Hire us for one piece, or for the whole path from raw data to a working AI product.

AI agents

Autonomous and human-in-the-loop agents that use your tools, follow your approval rules and log every step.

tool calling · multi-agent · guardrails

LLM applications

Chat, search and copilots grounded in your documents with retrieval, citations and evaluation suites.

RAG · fine-tuning · evals

Data engineering

Pipelines, lakehouses and warehouses that are tested, documented and cheap to run.

ELT · streaming · orchestration

Analytics & BI

Metric layers, dashboards and self-serve analytics your leadership will actually open on Monday.

semantic layer · KPIs · dashboards

Data products

Reusable datasets, APIs and internal apps with owners, SLAs and versioning.

data contracts · APIs · catalogs

AI for finance

Reconciliation, close automation, forecasting, invoice extraction and anomaly detection.

AP/AR · FP&A · audit trail

AI for CRM

Lead scoring, enrichment, call summaries and follow-up agents inside Salesforce, HubSpot or Zoho.

scoring · enrichment · outreach

ML & MLOps

Custom models for churn, demand and risk, deployed with monitoring, retraining and drift alerts.

forecasting · classification · monitoring

Solutions

Ready-to-adapt builds for the teams that run the business

Each one starts from a working blueprint we tailor to your systems, so you see results in weeks.

Agent

Reconciliation agent

Matches bank statements to ledger entries, explains each break and drafts journal entries for approval.

  • Tally, Zoho Books, NetSuite, SAP
  • Fuzzy matching on UTR and narration
LLM app

Invoice & document reader

Pulls line items, GSTIN, tax and due dates from PDFs and emails into structured records.

  • Three-way match with PO and GRN
  • Confidence scores and review queue
Model + BI

Cash-flow forecaster

13-week rolling cash forecast built from receivables, payables and seasonality.

  • Scenario sliders for CFO reviews
  • Variance commentary written by AI

Agents, built properly

Agents that show their work

Every agent we ship plans in steps, calls only the tools you allow, and stops for a human when money or customers are involved.

Scoped permissionsRead-only by default. Writes need an explicit tool and an approval rule.
Full traceEvery prompt, tool call and output is logged for audit and debugging.
MeasuredEval sets built from your real cases, run on every change.
recon-agent · example run

      

    

  


  

    

      

        
How we work

        
From first call to production

        
Short, fixed-scope phases. You see working software at the end of each one.

      

      

        
Discover
We map your data sources, the decisions you want to automate and the numbers that define success.
~1 week

        
Prototype
A working proof on your real data, with an evaluation that tells us if it is good enough.
2–3 weeks

        
Build
Production pipelines, integrations, security reviews and the interface your team will use.
4–8 weeks

        
Run & improve
Monitoring, cost control, retraining and a monthly review of what to automate next.
ongoing

      

    

  


  

    

      

        
Stack

        
We work in the tools you already use

      

      

        
Models & agents
Claude · GPT · Gemini · Llama · Mistral · LangGraph · LlamaIndex · MCP

        
Data platforms
Snowflake · Databricks · BigQuery · Redshift · Postgres · pgvector

        
Pipelines
Python · Spark · dbt · Airflow · Dagster · Kafka · Fivetran · Airbyte

        
Apps & BI
Power BI · Looker · Metabase · Streamlit · FastAPI · React · AWS · Azure · GCP

      

    

  


  

    

      

        
Industries

        
Built for data-heavy businesses

      

      
Fintech & lendingBanking & insuranceD2C & retailB2B SaaSLogisticsHealthcareManufacturingReal estate

    

  


  

    

      

        
Contact

        
Bring us one messy process.

        
Tell us where your team loses hours to spreadsheets, copy-paste or waiting on reports. We'll come back within one business day with how we'd approach it.

        
hello@aichauk.com