Implementation
Predictive Categorisation & Routing
ML models trained on your history auto-classify and route incoming work — cutting manual triage and misassignment.
Predictive Intelligence & AI Search
Let the Platform Learn From Your Data.
ServiceNow Predictive Intelligence & AI Search — machine learning and semantic search, tuned to you.
Ramisun implements ServiceNow Predictive Intelligence to bring machine learning into your workflows — auto-categorising, prioritising, and routing work from patterns in your own historical data. Paired with AI Search, users and agents get semantic results that understand meaning, not just keywords. The platform gets measurably smarter: faster routing, fewer misassignments, and answers found the first time — all from data you already have.
ML Categorisation & RoutingSemantic AI SearchTrained on Your DataMeasurable Accuracy
80%Auto-Categorisation AccuracyTrained on your history
50%Fewer MisroutesML-based assignment
45%Faster Answer DiscoverySemantic AI Search
ContinuousModel ImprovementLearns over time
Direct Answer
What Is Predictive Intelligence & AI Search?
Predictive Intelligence & AI Search is ServiceNow's built-in machine learning and search intelligence. Predictive Intelligence trains models on your historical records to automatically categorise, prioritise, and route work, and to predict likely outcomes. AI Search adds semantic understanding, returning results by meaning rather than exact keywords. Ramisun trains, tunes, and monitors these models on your data — so routing gets faster and more accurate, answers surface the first time, and the platform keeps learning as new data arrives.
Grounded, Not GenericAgile, Sprint-Based DeliveryGuardrails & Human-in-the-Loop
Core Capabilities
What the Engagement Covers
Prioritisation & Prediction
Models predict priority, likely resolution, and risk, so the right work gets the right attention early.
AI Search & Semantic Results
Semantic search understands intent and meaning, surfacing the right answer or record even without exact keywords.
Similarity & Recommendation
Finds similar past incidents and recommends proven resolutions, accelerating agents with institutional knowledge.
Market Data
Why ML-Driven Workflows Outperform Rules
Static rules age badly; models trained on your data adapt and improve.
80%categorisation accuracy from ML modelsIndustry Benchmarks
85%of the Fortune 500 run ServiceNowServiceNow
50%fewer misroutes with predictive assignmentIndustry Benchmarks
229%3-year ROI on ServiceNow platformForrester TEI
How It Works
How Predictive Intelligence Learns and Acts
From your historical data to smarter, self-improving workflows.
1
Train
Models learn from your historical records
2
Validate
Accuracy tested before go-live
3
Classify
New work auto-categorised and prioritised
4
Route
ML assigns work to the right team
5
Search
Semantic AI Search surfaces the right answer
6
Improve
Models retrain as new data arrives
Before vs After
Rules-Based Workflows vs Predictive Intelligence with Ramisun
Hand-maintained rules can't keep up with how work actually changes.
| Area | Static Rules & Keyword Search | ServiceNow AI + Ramisun |
|---|---|---|
| Categorisation | Manual or brittle rule sets | ML auto-classifies from real patterns |
| Routing | Rules that drift out of date | Predictive assignment, continuously accurate |
| Prioritisation | One-size-fits-all rules | Predicted priority from your data |
| Search | Keyword-only, misses synonyms | Semantic search understands meaning |
| Agent Speed | Reinventing past solutions | Similar-incident recommendations |
| Maintenance | Constant rule upkeep | Models retrain automatically |
| Accuracy | Guesswork, unmeasured | Measured, monitored accuracy |
Capabilities
What Ramisun Delivers with Predictive Intelligence & AI Search
Each capability maps to a specific ML or search capability — with real outcomes.
🏷️ Predictive Categorisation & Routing
Ramisun trains ML models on your historical records to auto-categorise and route incoming work, removing manual triage and the misassignments that slow resolution.
- Auto-categorisation from real patterns
- Predictive assignment to the right team
- Less manual triage, fewer misroutes
- Accuracy measured and monitored
80%Accuracy
50%Fewer misroutes
0Manual triage
🔮 Prioritisation & Prediction
We build models that predict priority, likely resolution path, and risk — so the right work gets attention early and outcomes are anticipated, not discovered late.
- Predicted priority and urgency
- Likely-resolution suggestions
- Risk and escalation prediction
- Proactive rather than reactive handling
EarlyAttention
FewerSurprises
🔎 AI Search & Semantic Results
Ramisun deploys AI Search so users and agents get results by meaning, not exact keywords — finding the right knowledge article or record the first time.
- Semantic search that understands intent
- Right answer found on the first try
- Unified results across knowledge and records
- Higher self-service success
45%Faster discovery
🧠 Similarity & Recommendation
We enable similar-incident detection and resolution recommendations, so agents benefit from every problem the organisation has solved before — institutional memory on tap.
- Similar past incidents surfaced automatically
- Proven resolutions recommended to agents
- Faster onboarding for new agents
- Institutional knowledge reused
ReusedKnowledge
LowerRamp time
Delivery & Governance
How Ramisun Delivers AI — Governed From Day One
An out-of-box-first, evolutionary approach that ships value from the first sprint — with policy, audit, and human oversight built in.
Grounded, Not Generic
Agents and Now Assist reason over your knowledge, CMDB, and records — not the open internet — so answers stay accurate and relevant.
Agile, Sprint-Based Delivery
Working AI capabilities every two weeks. You see summarisation, then deflection, then agentic action go live incrementally.
Guardrails & Human-in-the-Loop
Every skill and agent ships with policy controls, escalation paths, and human checkpoints — autonomy earned scenario by scenario.
Measured Impact
Deflection, resolution time, adoption, and CSAT are tracked from day one — so AI value is proven, not assumed.
Full Auditability
Every AI action is logged with model version and confidence via the AI Control Tower — provable governance for any reviewer.
Adoption & Enablement
Training and change management are built into delivery — so your teams trust and actually use the AI you deploy.
Explore Agentic AI & Now Assist Enablement
Related AI Capabilities We Deliver
Trusted by Global Enterprises
We partner with industry leaders to drive meaningful transformation.
Testimonials
What our clients say
★★★★★
“Ramisun didn't just implement ServiceNow — they redesigned how our teams work. Their AI agents now handle most routine requests.”
VP of IT OperationsEnterprise Healthcare Network
★★★★★
“Their marketplace expertise was the difference. We went from prototype to a certified ServiceNow Store listing our team could sell.”
Co-founder & CTOAI-Funded Startup, Silicon Valley
★★★★★
“Transparent, agile, and genuinely business-first. Every sprint ended with something we could show our executives.”
Director, Digital ProgramsFinancial Services Firm
★★★★★
“The CMDB work alone paid for itself. We finally trust our configuration data enough to automate against it.”
Head of Platform EngineeringGlobal Manufacturer
★★★★★
“Hypercare was real hypercare. Go-live week felt boring in the best possible way.”
IT Service OwnerTelecom Operator
★★★★★
“Ramisun didn't just implement ServiceNow — they redesigned how our teams work. Their AI agents now handle most routine requests.”
VP of IT OperationsEnterprise Healthcare Network
★★★★★
“Their marketplace expertise was the difference. We went from prototype to a certified ServiceNow Store listing our team could sell.”
Co-founder & CTOAI-Funded Startup, Silicon Valley
★★★★★
“Transparent, agile, and genuinely business-first. Every sprint ended with something we could show our executives.”
Director, Digital ProgramsFinancial Services Firm
★★★★★
“The CMDB work alone paid for itself. We finally trust our configuration data enough to automate against it.”
Head of Platform EngineeringGlobal Manufacturer
★★★★★
“Hypercare was real hypercare. Go-live week felt boring in the best possible way.”
IT Service OwnerTelecom Operator
✦ Get Your Free Consultation
Ready to Transform with ServiceNow?
- Free ServiceNow scoping session, no generic pitches
- Tailored roadmap mapped to your exact processes
- Transparent pricing — no hidden fees
- Response within 1 business day
“
An implementation is only as good as the consulting behind it. When the platform mirrors how your business actually works, adoption follows — and so does ROI.Vinnay Nigam, Founder & CEO, Ramisun
100+Implementations
229%3-yr ITSM ROI (Forrester)
8–16 wksTypical Go-Live
Confidential. We never sell data or send spam.
Frequently Asked Questions
Predictive Intelligence & AI Search — Questions Answered
Predictive Intelligence is ServiceNow's built-in machine learning. It trains models on your historical records to auto-categorise, prioritise, and route work, predict outcomes, and find similar past incidents — making workflows smarter without hand-maintained rules.
AI Search uses semantic understanding, returning results by meaning and intent rather than exact keyword matches. A user searching in their own words still finds the right knowledge article or record — dramatically improving first-try success and self-service.
No. Predictive Intelligence is designed for configuration rather than coding, and Ramisun handles model training, validation, and tuning. Your team gets the benefits of ML without needing to build or maintain models themselves.
Generally a few thousand well-labelled records per category produce reliable models, though it varies by use case. We assess your data during scoping and, where needed, help improve labelling so models perform well.
Yes. Models can be retrained on new data on a schedule, so accuracy improves as patterns evolve. We set up monitoring so you can see model performance and retrain before accuracy drifts.
A focused categorisation-and-routing or AI Search deployment typically shows value in 6–10 weeks. We validate accuracy before go-live and phase additional models on top.
Security & Compliance
Enterprise-grade trust, built in
Responsible AI adoption needs guardrails. Our delivery model is designed around security, auditability, and compliance from the first workshop.
SOC 2 Aligned
Delivery processes mapped to SOC 2 trust principles.
ISO 27001 Practices
Information security management across every engagement.
GDPR Ready
Privacy-by-design data handling and processing controls.
AI Governance
Policy controls, auditability, and human oversight for every AI agent.
