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.
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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 -
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 -
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 -
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 -
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
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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.
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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.
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Applied AI
Data and ML
Constraint-based planning models, inventory analytics, and survey text analytics in English and Hinglish.
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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.
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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.
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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.
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Fractional CTO
Technology strategy, architecture direction and IT blueprinting for client leadership.
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Architects
Solution, data, AI and integration architecture, owning design quality end to end.
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Developers
Full-stack and AI engineers: front ends, services, AI pipelines and integrations.
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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