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Problem-First AI

Real Data Problems.Real AI Solutions.

We don't sell off-the-shelf AI. We listen to your business logic, understand your data, and engineer intelligent systems purpose-built for your exact problem — automation and AI that actually moves the needle.

Fixed-scope pilots · No retainers · Source code yours

astracogent · live system
Ingest
Process
Decide
Act
Invoice #4821 — fields extracted, validated

Trusted by teams shipping in production

Kumari Job
Ramex Group
The Select Store
0+
Systems shipped
Production-grade
0
Industries in prod
HR · Equipment · Retail
6–10
Weeks to ship
Idea → production
100%
Code ownership
Yours on day one
The Problem

Data Everywhere. Value Nowhere.

Most organizations sit on a goldmine of data but lack the systems to act on it. These are the patterns we see every time.

Manual Operational Workflows

01

Repetitive tasks drain resources that intelligent automation could handle in seconds.

Poor Forecasting & Planning

02

Decisions made on gut instinct instead of data-driven intelligence lead to missed opportunities.

Underutilized Business Data

03

Valuable datasets sit dormant without systems to extract actionable insights from them.

Fragmented Information Systems

04

Disconnected tools and data sources prevent unified intelligence across the organization.

What We Build

Tailored to Your Business Logic

No templates, no generic stacks. Every engagement starts with your problem — these are the categories of solutions we most often engineer.

Automation

Intelligent Automation

Systems that remove the manual from your operations — handling documents, workflows, and communications with AI agents that work around the clock.

  • Document processing & extraction pipelines
  • Workflow orchestration agents
  • Automated reporting & communication
Prediction

Predictive Intelligence

Forecasting systems that turn your historical data into forward-looking decisions — reducing guesswork and putting real numbers behind your planning.

  • Demand & supply forecasting models
  • Capacity planning & resource optimization
  • Anomaly detection & early-warning systems
Engineering

Custom AI Systems

End-to-end design and deployment of intelligent systems built exactly for your use case — no generic products, no off-the-shelf solutions.

  • RAG & semantic search platforms
  • Custom AI APIs & decision engines
  • Data pipelines & integration layers
How We Work

From Problem to Production

Every engagement follows the same disciplined approach — understand first, then engineer the right solution.

2-Week Data Audit

01

Our signature step. We tell you in 2 weeks whether your data actually supports the AI you want — before any build commits. Bad fit gets killed early.

Design

02

Architect the solution — data pipelines, model selection, integration points, and measurable success criteria.

Build

03

Iterative development with constant feedback. We ship working systems every sprint — not slide decks.

Ship

04

Production deployment with monitoring, documentation, and full knowledge transfer to your team.

Partners

Companies We've Delivered For.

Real systems built for real organizations — each project starting with a unique challenge, each delivered as a production-grade solution.

Kumari Job
Faster candidate matching · Lower review queue

Intelligent Talent Acquisition Platform

End-to-end pipeline combining enriched query embeddings, intelligent filtering, and controlled LLM reranking — delivering precise, cost-efficient, and explainable candidate recommendations.

NLPLLM RerankingSemantic Search

DocuMatch KYC

Automates validation between submitted forms and official documents — ensuring data consistency, reducing manual verification effort, and improving KYC accuracy for financial institutions.

Document AIKYCAutomation
They mapped our hiring workflow before writing a line of code. The matching system fit our team instead of forcing us to fit it.
Product Team · Kumari Job
Ramex Group
Fewer breakdowns · Lower maintenance cost

Equipment Intelligence System

Automated maintenance and work order platform with AI-based monitoring, real-time field updates, and performance dashboards. Reduces equipment breakdowns, controls maintenance costs, and surfaces predictive insights for operational efficiency.

Predictive MaintenanceWork OrdersField Ops
Field updates that used to take days now land in minutes. The dashboards finally tell us what's going to break — before it breaks.
Operations Lead · Ramex Group
The Select Store
Smartphone research, comparison & price tracking

Nepal's All-in-One Smartphone Ecosystem

Full-stack platform for smartphone research, side-by-side comparisons, real-time price tracking, and curated content across Nepal's market. Features Tech Chautari — a Reddit-style community space for tech discussion, filling a gap no other local platform addresses.

Price ComparisonTech CommunityContent Platform
Shipped a category-defining platform in weeks, not quarters. They built what we couldn't articulate yet.
Founding Team · The Select Store
About

Who We Work With & Who We Are

Industries

Industries We Work With

We've shipped across diverse domains — each with unique data challenges, each solved from scratch.

Logistics & Transportation
Demand forecasting, route optimization, operational intelligence
Construction
Project data pipelines, resource planning, risk automation
HR Technology
Candidate intelligence, semantic matching, talent analytics
Government & Public Sector
Document intelligence, legal AI, citizen data systems
SaaS Platforms
AI feature integration, data infrastructure, intelligent APIs
Founder
BK

Binayak Koirala

Founder & AI Engineer

·Portfolio

“Most AI projects fail not because of bad technology — but because nobody took the time to understand the actual problem. That's what we do first.”

Astracogent exists to turn AI into real-world impact. Binayak approaches every project by first understanding the client’s workflow, constraints, and decision points—not just the data. With experience in data science and production systems, he designs solutions that fit naturally into operations, solving the right problems instead of just building complex models.

Data ScienceAI EngineeringAI Systems
Why Us

The Astracogent Difference

We're not another AI vendor with a packaged product. We're engineers who sit down with your team, understand the real problem, and build the right solution from scratch.

01

Problem-First, Always

No fixed architecture, no cookie-cutter stack. We start by deeply understanding your data, your operations, and your business logic — then design the system that fits, not the other way around.

02

Production-Grade Systems

We don't demo prototypes. Every system we ship runs in real business operations — reliable, scalable, and built to hold up under the demands of daily use across your organization.

03

Outcomes Over Output

We measure success by your results — hours automated, forecasts improved, decisions accelerated. Our work is tied to real operational metrics, not deliverables on a slide.

FAQ

Questions Buyers Always Ask.

The honest answers — before you spend 30 minutes on a call to find them out.

Most pilots ship to production in 6–10 weeks. We start with a 2-week discovery to validate the problem and data, then move into focused build sprints with weekly demos.

Get Started

Have a Data Problem?
Let's Solve It.

Tell us about your operations, your data, and your challenges. We'll figure out the right system to build — together.

Or reach us directly at hello@astracogent.tech