Splunk ITSI (AIOps)
ITSI is Splunk’s AIOps & IT service-monitoring product — turn raw IT/ops data into business-service health on the powerful Splunk data platform (SPL), with service health scores, glass tables, event analytics (episodes), ML anomalies & prediction. Now part of Cisco (one platform with the SIEM).
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How it’s rated
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The Splunk platform family
This page covers IT Service Intelligence (ITSI) — AIOps & service monitoring. The rest of the Splunk platform:
Quick facts
30-second orientation- Product
- ITSI — IT service monitoring & AIOps
- Vendor
- Splunk, a Cisco company (acq. closed Mar 2024)
- The category
- AIOps / service-centric IT monitoring
- What it does
- Service health scores, glass tables, event analytics
- The edge
- Service-centric AIOps on the Splunk data platform
- AIOps
- Event grouping, anomaly detection, predictive
- One platform
- Same substrate as ES (SIEM) + Observability
- Pricing
- Ingest OR workload — quote-based (premium)
- Vs
- Datadog, Dynatrace, ServiceNow, Moogsoft/BigPanda
- In India via
- TechBag — scoping, ingest right-sizing, GST
Understand AIOps before you buy it
Most product pages skip this. We start here — so you buy a capability, not a buzzword.
What is Splunk ITSI?
Splunk’s AIOps & IT service-monitoring product — turn raw IT/ops data into business-service health on the powerful Splunk data platform (SPL): service health scores, glass tables, event analytics, ML anomalies & prediction. Now part of Cisco (one platform with the SIEM & Observability).
Alert-flood monitoring vs service-centric ITSI — the honest table
What consolidation actually replaces, dimension by dimension.
| Dimension | Unprotected / signature email | ITSI (AIOps) (Splunk) |
|---|---|---|
| View | Infrastructure metrics | Service health (business terms) |
| Dashboards | Server/host tiles | Glass tables (service-centric) |
| Alerts | Flood, uncorrelated | Grouped into notable episodes |
| Detection | Static thresholds | + ML anomaly detection |
| Posture | Reactive | Predictive (warn before impact) |
| Data | Siloed IT vs security | One Splunk substrate (SPL) |
| Deployment | One way | Cloud or self-managed |
| Cost | (varies) | Premium — right-size the ingest |
Splunk ITSI is the AIOps & service-monitoring product — turn IT/ops data into business-service health on the powerful SPL data platform, with glass tables, event analytics (episodes), ML anomalies and prediction, now Cisco-backed (one platform with the SIEM). Honest caveat: it’s premium and ingest-driven — right-size the cost. Want full-stack observability? Datadog/Dynatrace. AIOps on ITSM? ServiceNow. TechBag scopes, right-sizes ingest, and handles GST (Splunk, a Cisco company).
The five pieces of the platform
Vendors love diagrams; buyers need to know what they’re actually operating. Here’s the whole platform, demystified.
Ingest IT & Ops Data
Ingest IT and operational data from infrastructure, applications, networks and clouds into the Splunk data platform, searchable with SPL.
Model — Services & KPIs
Define business services and the KPIs that measure them, then compute service health scores, mapping infrastructure to the services it supports.
Visualise — Glass Tables
Glass tables are visual, service-centric dashboards that map health, KPIs and dependencies, so the NOC and leadership see service status at a glance.
AIOps — Group & Predict
Event analytics group the alert flood into a few notable episodes, ML anomaly detection spots the abnormal, and predictive analytics warns early.
One Platform + Cisco
Runs on the same Splunk platform as Enterprise Security and Observability, so IT and security data share one substrate. Agentic features roll out through 2026.
One service model over IT and ops data — KPIs on glass tables, alert floods grouped into episodes before they become outages.
Twelve capabilities. Model, detect, resolve.
Splunk ITSI turns your IT data into business-service health — grouping the alert flood into a few real episodes — the AIOps product of the Splunk portfolio.
The Splunk Data Platform
ITSI is built on Splunk’s data platform: ingest any IT and operational machine data and search it with SPL (Search Processing Language).
Services, Entities & Dependencies
Model business services, their entities (hosts, apps, network elements) and dependencies, so ITSI maps infrastructure to services.
Service Health Scores
Roll KPIs up into one health score per service, so a red/amber/green view shows which business services are healthy and which are hurting.
Glass Tables (Service Dashboards)
Glass tables lay health, KPIs and dependencies over a picture of how the business works, so the NOC and leadership see one status.
Event Analytics & Correlation
Correlate related events across sources into a few notable episodes, so ops see one incident, not a hundred alerts.
ML Anomaly Detection
Machine learning learns normal behaviour for KPIs and entities and flags the abnormal, catching what static thresholds miss.
Predictive Analytics
Predictive analytics forecasts a service’s health score, so ITSI warns an issue is coming before it hits the business.
Deep Dives & Root-Cause Aids
Deep-dive views, KPI correlations and topology context show which entities and KPIs moved, and when, to trace a problem to its cause.
Episode Review & Workflow
Notable episodes are triaged in an episode-review workflow: assign, comment and resolve, with actions and ticketing integrations.
Unified with ES & Observability
ITSI shares the Splunk platform with Enterprise Security and Observability, so IT and security teams can correlate across one data substrate.
Splunk AI Assistant
The Splunk AI Assistant turns natural language into SPL. Agentic AIOps features (triage, correlation aids) are 2026 roadmap.
Cloud or Self-Managed
Run ITSI on Splunk Cloud Platform (SaaS) or Splunk Enterprise (self-managed), which suits regulated estates in telecom, BFSI and government.
Watch the Splunk platform behind ITSI
The overview, getting started, and the core workflows.
Splunk — Brand Overview
Splunk, the data platform behind ITSI.
Splunk Observability in Less Than 2 Minutes
The observability side of the platform.
SIEM In Seconds — the Splunk platform
One platform for security and IT ops.
Want a live, India-context walkthrough for your environment?
Book a guided demo →Detection is table stakes. Response is the difference.
Here’s what genuinely sets Splunk ITSI apart (and where to watch cost).
Service-centric visibility — connect infrastructure to BUSINESS SERVICE impact
ITSI makes monitoring service-centric. You model business services from their hosts, apps and network elements, roll KPIs into a health score per service, and see it on glass tables. When something breaks, you see which services it affects, not just which server blinked, so ops protect what carries revenue and customers.
AIOps — the cure for alert noise (event grouping, anomalies, prediction)
ITSI’s AIOps groups related events across sources into a few notable episodes, so ops see one incident, not a hundred alerts. ML anomaly detection catches what static thresholds miss, and predictive analytics forecasts a service’s health score so ops can act before an issue hits the business.
On the Splunk data platform — any data, one substrate for IT and security
ITSI runs on the Splunk data platform: it indexes any IT and operational data and SPL lets ops ask arbitrary questions of it. It shares that platform with Enterprise Security and Observability, so IT and security data live on one substrate, and teams already on Splunk reuse data and skills they have.
Now backed by Cisco — one platform for observability and security
Cisco closed its ~$28B purchase of Splunk in March 2024, putting ITSI inside a platform that unifies observability and security. The Cisco Data Fabric offers federated analytics without re-ingest. AppDynamics is a Cisco APM product, not a Splunk one, and some agentic features are 2026 roadmap.
The honest note — premium cost, and how to manage it
Splunk is powerful but premium, and ingest-driven cost is the #1 buyer concern, ITSI included. Pricing is quote-based, by GB/day ingested or by workload (SVC), with no fixed public per-unit figures. Bills grow with data; tiering, edge filtering and the right model keep cost in check.
The honest scope
ITSI is Splunk’s AIOps and service-monitoring product: service models, health scores, glass tables, event grouping, anomaly detection and prediction on SPL. The caveat is ingest-driven cost. Dynatrace and Datadog lead full-stack observability, ServiceNow ties AIOps to ITSM, and Moogsoft and BigPanda focus on event correlation.
The numbers behind the platform
What your Splunk ITSI journey looks like
AIOps scoping (& the ingest)
Map services, data sources and the ingest volume that drives cost. TechBag right-sizes it and compares Datadog and Dynatrace.
Deploy, ingest & model services
Stand up ITSI in Splunk Cloud or self-managed, onboard data with tiering, and model your business services, entities and KPIs.
Glass tables, episodes & prediction
Build glass tables, group alerts into notable episodes, and enable ML anomaly detection and predictive analytics.
Operate, optimise & unify
Run ops, keep ingest right-sized, use the AI Assistant, and unify with security (ES). TechBag supports, with GST invoicing.
The review scoreboard
Modelled on Gartner Peer Insights structure. *Counts and breakdowns are illustrative pending verified review collection.
Quick poll — what’s driving your evaluation?
Talk to an advisor“We stopped staring at server metrics and started managing services. Health scores show which business service is hurting.”
“Our NOC went from thousands of alerts a day to a short list of notable episodes, and prediction warned us before customers noticed.”
“We were already on Splunk for the SIEM, so running ITSI on the same platform, data and SPL skills made the business case.”
“For network service assurance, ITSI’s service model and health scores map to our SLAs. We see service health, not device status.”
“Splunk is not cheap, and ingest-driven cost surprised us early. TechBag right-sized our sources and set up tiering to control ingest.”
“We compared Datadog and Dynatrace, but for service-centric AIOps on our existing Splunk data, unified with security, ITSI won.”
“ML anomaly detection catches subtle KPI drifts that static thresholds missed and that would have become outages. Fewer false alarms.”
“Splunk bills in USD; TechBag handled scoping, ingest right-sizing, licensing and GST for us as an Indian enterprise.”
Where everyone sits — the grids
Analyst firms bury this view behind paywalls, and review-site grids score satisfaction, not fit for your estate. So here’s TechBag’s synthesis of the AIOps & IT service-monitoring market — tap any vendor to see why it sits where it does.
TechBag AIOps Grid
Execution strength vs product vision — the classic market map, minus the paywall.
Service-centric AIOps on the Splunk platform (Cisco). This page's product.
AIOps Depth × Service Modelling
The grid nobody publishes — AIOps depth vs service-centric modelling.
Deepest service model + AIOps on Splunk data.
Positions are TechBag’s illustrative synthesis of public review-platform data and vendor documentation — not a reproduction of any analyst graphic. Verify before relying on it.
Splunk ITSI vs the AIOps & observability field
Datadog, Dynatrace, ServiceNow, Moogsoft/BigPanda and Grafana — honest lanes; the edge is service-centric AIOps on the Splunk data platform (and unifying with security). Want full-stack observability? Datadog/Dynatrace. AIOps on ITSM? ServiceNow. We say so — and we manage the ingest cost.
| Dimension | Splunk ITSI | Datadog | Dynatrace | ServiceNow ITOM/AIOps | Moogsoft/BigPanda | Grafana |
|---|---|---|---|---|---|---|
| Position | Service-centric AIOps on Splunk (Cisco) | Full-stack observability leader (SaaS) | Full-stack observability + AI root-cause | AIOps tied to ITSM workflow | AIOps-specialist event correlation | Open visualisation / observability |
| Service-centric monitoring | Services, health scores, glass tables | Service maps / APM | Smartscape topology | Service mapping (CMDB) | Focused on events | Build-your-own |
| AIOps / event correlation | Episodes, ML, predictive | Watchdog AI | Davis AI (auto root-cause) | Strong (workflow-tied) | Specialist correlation | Basic / add-ons |
| Full-stack observability depth | Via Splunk Observability | Deep, native | Deep + auto root-cause | Ops-focused | Not its focus | Metrics/dashboards |
| One platform w/ security (SIEM) | Same platform as ES | Cloud SIEM (separate) | Some security | SecOps module | No | No |
| Deployment (cloud + on-prem) | Cloud OR self-managed | SaaS-only | SaaS or managed | Cloud (Now platform) | SaaS/on-prem | Self-host or cloud |
| Cost / predictability | Premium; ingest-driven | Can get pricey | Premium | Enterprise licensing | Moderate | Open / low cost |
| Best fit | Service-centric AIOps on existing Splunk | Cloud-native full-stack observability | Auto AI root-cause observability | AIOps welded to ITSM | Focused event-correlation | Open, low-cost dashboards |
Which approach fits you?
Honest fit signals — because the fastest way to lose your trust is to pretend one product wins every scenario.
Choose Splunk ITSI if…
- You want SERVICE-CENTRIC AIOps — service health scores, glass tables, and infrastructure-to-service-impact clarity, not just component metrics
- You want AIOps to cure alert noise — event grouping into notable episodes, ML anomaly detection, and predictive warnings
- You're already on Splunk and want IT + security on one platform (shared with ES and Observability) — telecom/service-assurance is a classic strong fit
- You'll right-size the (premium, ingest-driven) cost — with TechBag managing ingest/workload
Datadog if…
- You want cloud-native, full-stack observability as the primary goal (SaaS-only)
Dynatrace if…
- You want the deepest automatic AI root-cause across the full stack
ServiceNow ITOM/AIOps if…
- Your world revolves around ServiceNow ITSM and you want AIOps welded to it
Moogsoft/BigPanda if…
- You want a focused, best-of-breed event-correlation AIOps specialist
Splunk ITSI (AIOps) is one of 23 observability & apm products TechBag carries. The Observability & APM guide narrows them to a shortlist and shows the reasoning. →
What could this save you?
Drag the sliders (count services/ops staff; hour cost as loaded rate). Estimates contrast an alert-flooded, blind IT ops team (missed service impact, slow triage, reactive firefighting) vs Splunk ITSI (ranked notable episodes, service health scores, predictive warnings) — the wins are faster triage, less downtime, and proactive prevention. NB: Splunk's own cost is ingest-driven — TechBag right-sizes it. Illustrative.
Loaded cost = salary + overheads per productive hour. Illustrative only — your TechBag quote models your actual environment and modules.
Three ways to consume it
Splunk pricing is QUOTE-BASED — two models: ingest/volume (GB/day) or workload (SVC — compute/search); ITSI licenses on top of the platform. Splunk is powerful but PREMIUM, and ingest-driven cost can be unpredictable (the #1 concern). There are NO fixed public per-unit figures (circulating numbers are third-party estimates). Splunk (a Cisco company) bills in USD. TechBag scopes and RIGHT-SIZES the ingest/workload, controls ingest (tiering/filtering), advises the model, negotiates, and handles GST.
Splunk ITSI (ingest or workload)
Best for service-centric AIOps
- Two models: ingest (GB/day) OR workload (SVC — compute/search)
- QUOTE-BASED, premium — no fixed public per-unit figures
- Cloud or self-managed; one platform with the SIEM (Cisco)
+ Platform add-ons
Best for a broader rollout
- Scoped to your estate
- Add-on modules as needed
- Phased, right-sized deployment
+ Cost management (the key)
Best value with TechBag
- Right-size ingest — data tiering & edge filtering to control cost
- Choose the right model (workload/SVC for search-heavy)
- Splunk bills USD; TechBag manages ingest cost + GST
Buy it for less — TechBag pricing beats list
Whatever the list prices above, TechBag negotiates a significantly better deal — with GST-compliant INR invoicing and local support. Ask us for your discounted quote.
Get an India-ready quote
Tell us your requirements and current tools — we’ll model it against what you spend today.
The 8 questions to ask every vendor
Take this into your next vendor call — including ours.
Do you need to see business-service health, not just component metrics? Who will model your services?
Is your NOC drowning in alerts? ITSI's event analytics groups the flood into a handful of meaningful notable episodes.
Want to catch issues before they hit the business? ITSI adds ML anomaly detection and predictive analytics.
Are you already on Splunk for SIEM or logs? ITSI can run on the same platform, data and SPL skill set.
Running network/service SLAs (telecom, providers)? Service-centric ITSI is a classic strong fit for service assurance.
Need cloud OR self-managed (regulated/hybrid/sovereignty)? Splunk runs both — unlike SaaS-only rivals.
How will we control ingest-driven cost: which pricing model, what tiering, and how are data sources right-sized?
Need full-stack observability (Datadog/Dynatrace), AIOps on ITSM (ServiceNow) or event correlation (Moogsoft/BigPanda)?
Questions buyers ask
Ready for service-centric AIOps — with the cost controlled?
Scope Splunk ITSI (service health scores, glass tables, event analytics, ML anomalies, prediction — on the powerful Splunk data platform, now Cisco-backed) — and let a TechBag advisor model your services, right-size the ingest/workload, control the cost, choose cloud vs self-managed, and quote it properly. Or compare vs Datadog/Dynatrace/ServiceNow if full-stack observability or AIOps-on-ITSM is your priority.
Stats, ratings, review counts and pricing are illustrative and sourced from public materials; verify before purchase.