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How We Build

Outcome-focused delivery, not headcount or time-and-materials.

  • Clear Ownership of Results
  • Measurable ROI
  • Long-Term Value Creation

Principles

Five principles, in the order every engagement runs.

  1. Principle 1 of 5: Learn the Domain

    We work through the client’s actual process with their teams, so the system reflects how the business really runs.

    In Practice : Customs and freight steps, tender commercials and sales intake were each mapped with the people who do the work.

    Shipment Copilot
  2. Principle 2 of 5: Fit the Business

    We work inside the systems clients run, or implement them to fit their processes, automations and taxonomy.

    In Practice : LeadDesk feeds a Zoho CRM configured to the client’s own sales process, so the sales team works leads as usual.

    LeadDesk
  3. Principle 3 of 5: Structure First, Then AI

    Unstructured input becomes structured records before a model answers anything, and business rules settle obvious cases before a model is called.

    In Practice : TenderIQ queries run on the document graph, not the raw PDFs, so cost stays low at volume.

    TenderIQ
  4. Principle 4 of 5: People Stay in Control

    AI suggests; people decide. Uncertain cases go to a reviewer with the evidence behind them, and every AI call and decision is logged.

    In Practice : LeadDesk sends uncertain emails to a review workbench, and corrections feed back into the rules.

    LeadDesk
  5. Principle 5 of 5: Ship in Stages on Live Work

    Each stage is proven on real work before the next is added.

    In Practice : TenderIQ grew from shortlisting to specification generation to a full team workspace.

    TenderIQ

What We Do

  • Applied AI

    Document Intelligence

    Multi-document extraction into knowledge graphs, hybrid semantic and keyword retrieval, vision models for scans and drawings. Every answer cites its source.

  • Applied AI

    AI Copilots and Agents

    Email-to-record pipelines that classify, de-duplicate, extract tasks and sync to CRM, with human review workbenches and full audit trails.

  • Applied AI

    Data and ML

    Constraint-based planning models, inventory analytics, and survey text analytics in English and Hinglish.

  • Applied AI

    Governed, Cost-Efficient AI

    Rules settle obvious cases before a model is called. Structured outputs, checkpointing and swappable LLM providers keep cost low at volume.

  • Enterprise Foundations

    CRM and ERP Platforms

    Deep know-how of the end-to-end sales cycle, order to cash and industry best practice on Salesforce, Zoho, MS Dynamics, HubSpot, SAP and ERPNext.

  • Enterprise Foundations

    Integration, UX and Analytics

    Standard patterns, middleware, ESBs and API gateways; secure, responsive UI; KPI and ROI dashboards for data-driven management.

Senior, Cohesive and Battle-Tested

A compact team of architects and engineers, guided by a fractional CTO, built to own outcomes rather than bill hours.

  • Fractional CTO

    Technology strategy, architecture direction and IT blueprinting for client leadership.

  • Architects

    Solution, data, AI and integration architecture, owning design quality end to end.

  • Developers

    Full-stack and AI engineers: front ends, services, AI pipelines and integrations.

  • Senior Business Analyst

    Domain discovery, process mapping and requirements, working directly with client teams.

See the Full AI and Enterprise Stack

AI and Engineering Stack

Language Models
OpenAI, Google Gemini, Anthropic Claude; interchangeable by design
Retrieval
Neo4j knowledge graphs; hybrid semantic and keyword search
Extraction and Vision
Structured PDF extraction; vision models for scans and drawings
Build
React, TypeScript, Python, NestJS
Data and Channels
PostgreSQL, Redis queues; IMAP/POP3 mailbox connectors; CRM APIs

Enterprise Platforms and Integrations

CRM
Salesforce, MS Dynamics, HubSpot, Zoho, Pipedrive
ERP and Finance
SAP, ERPNext, Oracle Financial Cloud, MS Axapta
Analytics
Einstein Analytics, Tableau, Power BI, Looker Studio
India Compliance
ClearTax e-invoice and e-way bill; Zoho Sign
Account Intelligence
D&B, ZoomInfo, LinkedIn Sales Navigator
Collaboration
Slack, MS Teams, Outlook, Google Calendar
Ticketing
Freshdesk, Zendesk

Where Will AI Pay Back First for You?

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