Projects
Example work
A sample of problems we've worked on. Each project started with understanding the operational problem before any technology was involved.
Self-Evaluating Multilingual Video Intelligence
A feedback-driven video intelligence system that transcribes, translates, evaluates, and continuously improves the quality of multilingual long-form video content for research and archival use.
Worked with a US-based media technology organization managing a large archive of citizen video interviews across multiple Indian languages.
Built a multilingual video intelligence pipeline that converts long-form video content into research-ready transcripts and translations. Rather than relying on a single transcription step, the system evaluates its own outputs across multiple quality dimensions, identifies potential errors, and decides whether sections should be accepted, refined, or reprocessed.
The result is a feedback-driven workflow that scales the processing of large multilingual video archives while improving reliability, reducing hallucinations, and maintaining trust in the generated data.
Financial Document Intelligence
A system that parses complex financial documents, reconstructs trade economics, and surfaces discrepancies for human review.
Financial operations teams often deal with high volumes of complex documents — trade confirmations, settlement records, statements — that need to be cross-referenced. Manual reconciliation is slow and error-prone, and undetected discrepancies can lead to significant downstream issues.
We built a system that parses the documents, reconstructs the economic terms of each transaction, and flags discrepancies for human review. It acts as an additional validation layer that complements the existing review process — not a replacement for human judgment.
Tax & Compliance Workflow Intelligence
An AI-assisted platform for CA firms that combines compliance tracking, deadline management, and case-specific knowledge retrieval to reduce manual overhead and help avoid missed obligations.
Built for Chartered Accountant firms managing multiple clients, compliance obligations, and recurring regulatory deadlines. The system combines a centralized compliance tracker with an AI-powered case intelligence layer.
Firms can track client-specific filings, statutory deadlines, notices, and action items across their portfolio while receiving reminders and alerts before critical due dates. Alongside tracking, the platform enables accountants to quickly retrieve relevant client information, past cases, supporting documents, and regulatory context to assist with preparing responses, compliance submissions, and advisory work.
The goal was to reduce administrative overhead, improve visibility across client obligations, and minimize the risk of missed deadlines, penalties, and compliance-related errors.
Areas we're exploring
Problem spaces we're actively interested in
These aren't completed client projects — they're operational problem areas we find compelling and are building toward. If one of these matches something you're dealing with, we'd like to hear about it.
Manufacturing Quality Inspection
Computer vision approaches to defect detection and quality assurance on production lines — reducing reliance on manual visual inspection.
Operational Dashboards
Real-time visibility into operational metrics, bottlenecks, and team workload — built around how a specific business actually measures itself.
Internal Knowledge Systems
Making institutional knowledge retrievable — surfacing relevant past work, decisions, and documentation when teams need it.
Forecasting & Planning
Using historical operational data to support demand forecasting, capacity planning, and resource allocation decisions.
Workflow Automation
Automating repetitive cross-system workflows — approvals, notifications, data entry, routing — so teams focus on higher-value work.
Have a similar problem?
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