SFTWTRS.AI
ENTERPRISE AI · GENERATIVE AI
GENERATIVE AI, AGENTS AND AI SERVICES
AI that does real work, safely.
We help organisations move from experiments to dependable AI: assistants grounded in their own knowledge, agents that act within limits, and the strategy and testing that keep both on track.
EXPECTED IMPACT FOR EACH SERVICETypical ranges from comparable deployments; results vary by site
Knowledge assistants and RAG
Assistants that answer from your documents and systems, with sources shown
40 to 60% less time finding information
Knowledge graph RAG
Graph retrieval through WtrDB for answers that follow real relationships
20 to 35% more accurate than vector-only RAG
AI agents and tool use
Agents that work across email, ERP, ticketing and files, with permissions and approvals
30 to 50% faster routine workflows
Automation learner
Systems that learn repetitive tasks from how your people already do them
20 to 40% of repetitive tasks automated
Document intelligence
Contracts, tenders, invoices, drawings and evidence packs read, checked and summarised
50 to 70% less time on document-heavy work
AI for IT operations
Ticket triage, knowledge lookup and routine fixes for managed service providers
30 to 50% faster ticket resolution
Fine-tuning and evaluation
Custom models tuned on your data and measured against clear quality tests
15 to 30% higher accuracy than stock models
Guardrails and AI governance
Safe AI by design, tested by our Security and Trust team, see Explore
70 to 90% fewer unsafe outputs reaching users
AI strategy and readiness
Workshops, use case ranking, data readiness and a roadmap leadership can fund
30 to 50% less spend on stalled experiments
3D and simulation AI
Three.js scenes and real-time 3D in Unity and Unreal for twins, training and simulation
30 to 40% fewer design review cycles
The four-week AI research programme
FOR A US MANAGED SERVICE PROVIDER
WEEK 1
Discover and frame the problem
WEEK 2
Prototype on real data
WEEK 3
Test with your users
WEEK 4
Report and roadmap
The programme explored an automation learner, knowledge graph retrieval and OpenClaw agents.
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore
SFTWTRS.AI
ENTERPRISE AI · GENERATIVE AI · HOW IT WORKS
GENERATIVE AI AND AGENTS · HOW IT WORKS
Grounded answers, careful agents.
Dependable AI comes from grounding, limits and testing before anything reaches your people.
THE ARCHITECTURE
How an agent does real work
The agent grounds itself in your documents and graph, uses permitted tools and asks before acting.
30 to 50% faster routine workflows
HOW WE START
The four-week research sprint
Evidence from real data before larger spend.
30 to 50% less spend on stalled experiments
EVALUATION
Measured before it ships
Tested and red teamed before go-live.
70 to 90% fewer unsafe outputs reaching users
WHAT SETS OUR DELIVERY APART
Expected impact · typical ranges, results vary by siteGrounded in your knowledge
Answers show their sources
30 to 50% fewer made-up facts
Acts within limits
Permissions on every tool
100% of actions rule-checked
Tested, then trusted
Tests and red teaming first
15 to 30% higher accuracy
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore
Let's build what comes next.
Tell us what you want to see, understand or protect better.
Let's talk