🤖 AI / ML Development — 2025

Build AI That Delivers Real Business Results

BinaryQuest brings enterprise-grade artificial intelligence to mid-market businesses — the same capabilities trusted by global leaders, deployed at the scale and price point you actually need.

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AI Projects Delivered
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Client Retention Rate
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Years in Enterprise Tech
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Countries Served
BinaryQuest AI Intelligence

How BinaryQuest Delivers World-Class AI — For Your Business

The global AI industry has proven that AI transforms businesses when it’s built with the right methodology, embedded into real workflows, and measured against business outcomes. BinaryQuest brings these proven principles to mid-market enterprises across South Asia and beyond.

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AI & ML projects delivered across 5 countries
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Client retention — AI that actually works keeps clients
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Average ROI achieved by clients within 12 months
2–4 wks
Time to a working, measurable Proof of Concept
Our AI Philosophy

AI That Is Embedded, Not Bolted On

AI must live inside the workflows your team already uses. When AI is a separate tool, adoption fails. When AI becomes a feature of your ERP screens and daily operations, it becomes invisible infrastructure — eliminating errors and accelerating decisions.

AI without data governance is AI without value. We begin with a data audit — quality gaps, lineage, and explainable outputs so your team and auditors can always understand why the AI recommended something.

🧠
Foundation Model Intelligence
We use leading LLMs as configurable intelligence layers, tuned for your domain, language, and compliance needs.
  • ▸Fine-tuning on your documents and SOPs
  • ▸RAG so answers come from your knowledge base
  • ▸South Asian language support
  • ▸Hallucination controls and citation tracing
  • ▸On-premise deployment options
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Intelligent Process Automation
Cognitive automation frameworks, scaled to teams of 20 — not 20,000 — with clear outcome measurement.
  • ▸Invoice processing with high extraction accuracy
  • ▸PO matching and exception flagging
  • ▸HR document processing without re-entry
  • ▸Regulatory report generation from ERP data
  • ▸Anomaly detection in transactions
📊
Predictive Analytics & Forecasting
Forecasting and optimisation models that turn historical operational data into forward-looking decisions.
  • ▸SKU-level demand forecasting
  • ▸Reorder points inside Odoo inventory
  • ▸Churn prediction with workflow triggers
  • ▸Predictive maintenance from IoT data
  • ▸Cash flow forecasting
💬
Conversational AI & Agent Systems
Autonomous agents for customer service, helpdesk, sales qualification and booking — across WhatsApp and web.
  • ▸WhatsApp Business AI bots
  • ▸Smart escalation to humans
  • ▸Lead qualification with CRM pre-fill
  • ▸Internal HR bots for policy and onboarding
  • ▸Unified conversation history
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Computer Vision & Document AI
Visual AI for inspection, extraction and identity verification — trained on your formats and requirements.
  • ▸Defect detection from cameras
  • ▸Invoice/contract extraction from PDFs
  • ▸NID/passport OCR for KYC workflows
  • ▸Handwritten form digitisation
  • ▸Classification and routing
⚖️
Responsible AI & Governance
Explainable, auditable AI that teams can trust. Governance is a feature, not a constraint.
  • ▸Audit logs for decisions and versions
  • ▸Human-in-the-loop for high-stakes decisions
  • ▸Bias testing and drift monitoring
  • ▸Data residency controls
  • ▸Explainability dashboards
BinaryQuest AI Performance

Measured Results Across Transformation Outcomes

Speed, accuracy, automation and ROI when AI is embedded in real workflows.

85%
Achieved
Average reduction in manual document processing time
97%
Accuracy
Invoice and structured extraction precision
35%
Improvement
Inventory accuracy gain from forecasting
3×
ROI
Average return on AI investment within 12 months
60–70%
Automation
Customer queries resolved autonomously
2–4 wks
Speed
Time from kick-off to measurable PoC
98%
Retention
Client retention rate across engagements
50+
Delivered
Projects across finance, retail, manufacturing and more
What We Deliver

AI & ML Services We Deliver

Every service is built around measurable outcomes — we identify the highest-ROI opportunity, build it, and prove it works before expanding.

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Machine Learning & Predictive Analytics

Predict demand, detect anomalies, score leads, and reduce churn — with models trained on your historical data.

Demand ForecastingChurn PredictionLead ScoringAnomaly DetectionPrice Optimisation
Discuss your ML project →
🗣️
Natural Language Processing & Generative AI

RAG knowledge bases, chatbots, translation, summarisation — integrated with your systems and data controls.

Custom ChatbotsDocument IntelligenceSentiment AnalysisAuto-TranslationEmail Drafting AI
Discuss your NLP project →
👁️
Computer Vision & Image Intelligence

Defect detection, facial recognition, OCR, counting and video analytics — on edge devices or cloud.

Defect DetectionFacial RecognitionOCRObject CountingVideo Analytics
Discuss your vision project →
⚙️
Intelligent Process Automation

AI agents for invoices, reconciliation, ticket routing and reporting — running 24/7 without overtime.

Invoice ProcessingBank ReconciliationReport GenerationEmail TriageData Entry Automation
Discuss automation →
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Data Engineering & BI Dashboards

Pipelines, warehouses and dashboards that turn data chaos into executive-ready insight in weeks.

ETL PipelinesData WarehouseReal-time DashboardsKPI TrackingData Quality Audits
Discuss data engineering →
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AI Integration into ERP & CRM

Embed AI directly inside Odoo ERP/CRM: forecasting, lead scoring, anomaly detection, and AI-drafted communications.

Odoo AI ModulesDemand SensingCRM Lead AIHR AnalyticsSmart Reporting
Discuss AI-in-ERP →
Technology Stack
Tools & Frameworks We Work With
Industry-standard, open, and cloud-native — no proprietary lock-in.
PythonPyTorchTensorFlowLangChainOpenAI GPT-4oAzure OpenAIAWS SageMakerGoogle Vertex AIHugging FaceFastAPIApache SparkApache KafkaDocker / K8sPostgreSQLMongoDBSnowflakeOpenCVAirflow
Industry Applications

AI Solving Real Problems Across Every Sector

From factory floors to warehouses — what AI looks like when it’s deployed for your industry, not a demo.

👗
Garment / RMG
AI Quality Control & Defect Detection
Computer vision scans fabric for defects at scale with high detection accuracy and consistent enforcement.
↓ 75% reduction in quality rework costs
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Banking & Finance
Real-Time Fraud Detection
Transaction models flag suspicious activity in milliseconds with secure deployments.
↓ 60% reduction in fraud losses
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Retail & Distribution
AI Demand Forecasting
Predictive inventory reduces stockouts and excess stock with confidence-based planning.
↓ 28% excess inventory reduction
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Healthcare
Medical Document AI & Patient Triage
Extract structured data from records and speed up patient flow with smarter triage.
↑ 40% faster patient processing
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Manufacturing
Predictive Maintenance
Use sensor data to predict failures early and reduce production downtime.
↓ 45% unplanned downtime reduction
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Logistics & Supply Chain
Route Optimisation & ETA Prediction
Optimise routes in real-time and improve ETAs for fleets of 10–500 vehicles.
↓ 22% fuel and logistics costs
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E-Commerce
Personalisation & Recommendations
Recommendation models drive higher AOV and conversion using behavioural data.
↑ 25% average order value
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Telecoms & FMCG
Customer Churn Prediction
Identify churn risks in advance and trigger targeted retention workflows.
↓ 22% customer churn rate
Our Methodology

How BinaryQuest Delivers AI That Sticks

Inspired by enterprise methodologies — designed for the speed and budget reality of a growing business.

01
Discovery & Data Audit
Map operations, identify the highest-ROI AI opportunity, and audit data quality before building models.
02
Proof of Concept
In 2–3 weeks, validate the outcome on real data before committing full budget.
03
Full Build & Integration
Build production models and deploy to cloud or on-prem, integrated with your ERP/CRM.
04
Training & Handover
Train your team to interpret outputs, handle edge cases, and maintain confidence in the system.
05
Monitor & Improve
Ongoing monitoring, drift detection, and retraining so your AI stays accurate over time.
Industry applications

Problems we solve with AI & ML

Opportunity → problem → BinaryQuest solution — embedded in your workflows, not bolted on.

Manufacturing · Quality
Automated visual inspection

The problem

Manual inspection is slow, inconsistent, and expensive at scale.

How BinaryQuest solves it

BinaryQuest deploys computer vision on edge hardware with real-time pass/fail feedback, defect logging, and operator dashboards.

75%
Faster inspection cycles
99%+
Defect detection accuracy
24/7
Consistent QA coverage
PyTorchOpenCVEdge AIPWA Dashboard
Enterprise · Knowledge
Secure document intelligence & RAG

The problem

Teams waste hours searching scattered documents with no governed answers.

How BinaryQuest solves it

Role-based RAG systems surface sourced answers from authorised documents only — integrated into existing portals and workflows.

85%
Less search time
3 sec
Typical response time
100%
Access control enforcement
RAGLangChainAzure OpenAIVector DB
Distribution · Inventory
AI demand forecasting in ERP

The problem

Gut-feel purchasing causes write-offs, stockouts, and cash tied up in dead stock.

How BinaryQuest solves it

Demand forecasting integrated into Odoo ERP with expiry-aware reorder logic and safety stock calculations.

35%
Fewer stockouts
↓
Expiry write-offs
10×
Typical year-one ROI
Scikit-learnOdooTime-series MLPython
Why BinaryQuest

Enterprise AI Capability. Mid-Market Accessibility.

Global leaders prove what AI can do. BinaryQuest makes it happen for you — without enterprise timelines or opaque delivery.

🎯
ROI-First, Always
Every engagement starts with measurable business outcomes. If a PoC doesn’t hit the target, we tell you early.
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Integration, Not Replacement
AI inside your tools: Odoo ERP, CRM, databases. AI enhances your stack — it doesn’t force a rebuild.
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Security by Default
Role-based access, audit logs, and encryption are standard. Your data never trains public models.
🧑‍💻
Senior Engineers
Projects are led by experienced engineers. The team that scopes your project builds and supports it.
📈
Built to Scale
Start small and scale to millions of records without painful rebuilds — same architecture, better outcomes.
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South Asia Context
Language, connectivity constraints, compliance realities — AI built for your environment, not just a demo.

Ready to Build Your AI Advantage?

Book a free 30-minute consultation. We’ll identify the highest-ROI AI opportunity in your business and map the fastest path to measurable outcomes.

✦ Technology Partners

Platforms & Tools We Build With