Agentic workflows
Specialist AI agents that plan, call tools, share context and hand work to people when judgement is needed.
AI-native systems,
built for production.
NSDS Associates Pvt Ltd is an AI-first startup with some of Sri Lanka's best AI minds. We build agentic workflows, fine-tune LLMs and vision language models, and ship AI systems that run in production.
- Projects delivered for clients and our own products
- 22+
- Industries covered, from banking to education
- 15+
- International markets served, led by Australia
- 5+
- Hours of manual work saved through automation and AI
- 50,000+
Banking & Financial ServicesUtilities & EnergyAutomotiveInsuranceGovernment & ProcurementConstructionAgricultureMarketing & AdvertisingSocial MediaCompetitive IntelligenceAnalytics & Business IntelligenceRetail & E-commerceEducationCustomer ServiceEnterprise & Generative AIBanking & Financial ServicesUtilities & EnergyAutomotiveInsuranceGovernment & ProcurementConstructionAgricultureMarketing & AdvertisingSocial MediaCompetitive IntelligenceAnalytics & Business IntelligenceRetail & E-commerceEducationCustomer ServiceEnterprise & Generative AI
00Who we are
An AI-first team, proven in production.
NSDS Associates Pvt Ltd designs and delivers data-intensive, AI-enabled and enterprise-integrated systems. Our work spans artificial intelligence, machine learning, enterprise software modernization, financial technology, utilities, marketing technology, social media, education technology, analytics and generative AI.
We deliver for clients across international markets, with a strong presence in Australia, and for large Sri Lankan enterprises. Alongside customer work, we build our own AI products, which lets us validate emerging technologies in real production environments before applying them to customer requirements.
01AI & machine learning
Sri Lanka's best AI minds, building production AI.
Agentic workflows, agentic pipelines, LLM and VLM fine-tuning, and vision language models, all running in live products.
Inputs
Requests · docs · images
Orchestrator
Plans and delegates
Specialist agents
Retrieval agent
RAG · vector search
Vision agent
Fine-tuned VLM
Reasoning agent
Fine-tuned LLM / SLM
Action agent
Tools · enterprise APIs
Guardrails
Evaluation · human review
Outcome
Answers · actions · reports
Agentic pipelines
Long-running, production-grade pipelines that collect, reason, act and report continuously, not one-off demos.
LLM & SLM fine-tuning
Large and small language models adapted to your domain, your data and your cost targets.
VLM fine-tuning
Vision language models tuned to read, see and describe the images and documents that matter to your business.
Vision language models
Multimodal AI that understands images, documents and text together, deployed as part of complete products.
RAG & private AI
Retrieval over your own knowledge, with models and vector databases running inside infrastructure you control.
02What we do
Eight service areas. One accountable team.
Each service is backed by production projects, from custom models to the infrastructure they run on.
03Portfolio
Three bodies of work.
International SaaS delivered with GeekLabs, mission-critical enterprise engineering for LECO, and our own AI products.
04Selected work
Case studies from production.
05Why NSDS Associates
Built to ship. Trusted to run.
From idea to operations, one team owns the data, models, APIs, infrastructure and interface.
Meet the team- 01
We build complete products, not experiments
Our team designs, builds and operates full production applications. Customers get working systems with real users, not isolated proof-of-concept models that stall after the demo.
- 02
We apply AI where it creates measurable value
Machine learning, generative AI, RAG, fine-tuning and multi-agent systems already run inside our products and client platforms. We choose the simplest approach that solves the business problem.
- 03
We work with the systems you already have
We integrate with Oracle databases, enterprise APIs, payment gateways and existing infrastructure, and modernize step by step instead of forcing a costly full replacement.
- 04
We deliver internationally
Our portfolio serves customers across more than five international markets, led by Australia, alongside large enterprise engagements in Sri Lanka.
- 05
We are trusted with sensitive systems
We have delivered payment processing, customer information systems, transactional databases and credit risk analytics, where security and data integrity come first.
- 06
We keep your data under your control
Where required, data layers, vector databases and models stay inside infrastructure you own, with access controls and auditability built in.
- 07
One team from idea to operations
Data, AI models, backend, APIs, infrastructure, frontend and user experience are handled by one accountable team, so you do not need a separate vendor for each piece.
Let's build together
Modernizing mission-critical systems while building the next generation of AI-native applications.
Our portfolio spans international SaaS, enterprise utilities, payments, predictive analytics, generative AI, multi-agent systems, private AI, social media, education and competitive intelligence. We would welcome the opportunity to apply this experience to your organization.