The Best Time Series Intelligence Software in 2026
We researched Time Series Intelligence Software from official vendor websites, including pricing pages, plan tables and product documentation. Rankings reflect each product’s core forecasting and time-series intelligence job, value for money and verified features, so buyers can shortlist tools for their own temporal data workflows.
Our top picks
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Top ranked
Anodot#1 of 19—/10Real-time anomaly detection and forecasting for enterprise business and operational metrics.
Pricing on request
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Runner-up
TrendMiner#2 of 19—/10Industrial teams get focused tools for exploring, contextualizing, and monitoring time series.
Pricing on request
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Top-ranked free plan
4.8/10Unifies application telemetry in Grafana Cloud, with usage-based pricing and required instrumentation.
Free plan · paid from $0.03
Advertiser disclosure: iTechGuides is reader-supported. We may earn a commission when you click some links. How we rank.
The full ranking 19 tools, best first
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Anodot not yet scored
Best forEnterprise teams monitoring business and operational metrics
Real-time anomaly detection and forecasting for enterprise business and operational metrics.
—not yet scoredVisit Anodot -
TrendMiner not yet scored
Best forIndustrial teams exploring and monitoring time series
Industrial teams get focused tools for exploring, contextualizing, and monitoring time series.
- Anomaly detection
—not yet scoredVisit TrendMiner -
DataRobot not yet scored
Best forTeams building and deploying forecast models
A broad enterprise AI platform with serious forecasting, deployment, and governance depth.
Pricing on request · 30-day trial Our DataRobot verdict → Visit DataRobotFor vendors Sponsor this spot · #3 · $79/mo →—not yet scoredVisit DataRobot -
Anaplan not yet scored
Best forEnterprises connecting forecasts to business plans
Connected forecasting and scenario analysis for teams linking plans across business functions.
—not yet scoredVisit Anaplan -
Best forStatisticians who need forecasting alongside analysis
A broad desktop statistics suite with forecasting and optional analysis modules.
From $99/user · 14-day trial Our IBM SPSS Statistics verdict → Visit IBM SPSSFor vendors Sponsor this spot · #5 · $59/mo →5.0/10★★☆☆☆Visit IBM SPSS -
SAP Integrated Business Planning not yet scored
Best forEnterprises planning demand and supply in SAP
A broad SAP planning suite combining forecasting, supply planning, and scenario analysis.
—not yet scoredVisit SAP -
Blue Yonder Demand and Supply Planning not yet scored
Best forOrganizations forecasting demand across supply chains
Cloud planning that links forecasts, constraints, inventory and logistics across supply networks.
—not yet scoredVisit Blue Yonder -
Best forApplication teams exploring telemetry in Grafana
Unifies application telemetry in Grafana Cloud, with usage-based pricing and required instrumentation.
Free plan · paid from $0.03 Our Grafana Cloud Application Observability verdict → Visit Grafana Cloud4.8/10★★☆☆☆Visit Grafana Cloud -
Best forInfrastructure teams monitoring hosts and services
Broad infrastructure visibility with tiered monitoring depth and a $7-per-host entry plan.
4.6/10★★☆☆☆Visit Dynatrace -
Best forProduct teams analyzing user sessions and funnels
Usage analytics for funnels, journeys, cohorts, heatmaps, and session replay.
4.6/10★★☆☆☆Visit Datadog -
Seeq not yet scored
Best forIndustrial teams needing time-series analytics
A broad industrial time-series toolkit for teams connecting plant data to operational decisions.
- Anomaly detection
—not yet scoredVisit Seeq -
Tangent AI not yet scored
Best forTeams automating time-series model building
Automates time-series modeling, forecasting and anomaly detection for larger teams.
- Forecast intervals
- Anomaly detection
—not yet scoredVisit Tangent AI -
Best forAnalysts needing statistical time-series forecasts
Statistical forecasting with automated modeling, diagnostics, and change detection.
- Change-point detection
- Forecast intervals
- Anomaly detection
6.8/10★★★☆☆Visit AutoBox -
Flashcrash not yet scored
Best forTeams seeking probabilistic deep-learning forecasts
A focused forecasting model for teams that need multivariate probabilistic predictions.
- Forecast intervals
—not yet scoredRequest access -
ToolsGroup SO99+ not yet scored
Best forPlanners optimizing intermittent-demand inventory
Probabilistic forecasting and inventory optimization for complex supply-chain planning.
—not yet scoredVisit ToolsGroup -
o9 Digital Brain not yet scored
Best forSupply-chain teams needing collaborative forecasts
Broad forecasting and supply-chain planning for teams coordinating across functions.
—not yet scoredVisit o9 Solutions -
Lokad not yet scored
Best forInventory teams using probabilistic forecasts
Cloud software for probabilistic forecasting and inventory decisions across complex supply chains.
—not yet scoredVisit Lokad -
Slimstock Slim4 not yet scored
Best forPlanners optimizing replenishment and stock levels
Forecast demand and coordinate replenishment, safety stock, and transfers across locations.
—not yet scoredVisit Slimstock -
VictoriaMetrics not yet scored
Best forTeams storing and querying Prometheus metrics
Scalable Prometheus-compatible metrics storage with open-source and managed deployment options.
—not yet scoredTry VictoriaMetrics
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Forecasting methods | Anomaly detection | Change-point detection | Forecast horizon | Deployment | Model monitoring | Score |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Anodot | — | — | — | — | — | — | Cloud | — | — |
| 2 | TrendMiner | — | — | — | Yes | — | — | — | — | — |
| 3 | DataRobot | — | — | — | — | — | — | — | — | — |
| 4 | Anaplan | — | — | — | — | — | — | — | — | — |
| 5 | IBM SPSS Statistics | No | — | — | — | — | — | — | — | 5.0 |
| 6 | SAP Integrated Business Planning | — | — | — | — | — | — | Cloud | — | — |
| 7 | Blue Yonder Demand and Supply Planning | — | — | — | — | — | — | Cloud | — | — |
| 8 | Grafana Cloud Application Observability | Yes | — | — | — | — | — | — | — | 4.8 |
| 9 | Dynatrace Infrastructure Observability | No | — | — | — | — | — | — | — | 4.6 |
| 10 | Datadog Product Analytics | No | $0.8/mo | — | — | — | — | — | — | 4.6 |
| 11 | Seeq | — | — | — | Yes | — | — | — | — | — |
| 12 | Tangent AI | — | — | Machine_learning | Yes | — | — | Hybrid | — | — |
| 13 | AutoBox | No | — | Statistical | Yes | Yes | — | Self_hosted | — | 6.8 |
| 14 | Flashcrash | — | — | Deep_learning | — | — | — | Self_hosted | — | — |
| 15 | ToolsGroup SO99+ | — | — | — | — | — | — | — | — | — |
| 16 | o9 Digital Brain | No | — | — | — | — | — | Cloud | — | — |
| 17 | Lokad | No | — | — | — | — | — | — | — | — |
| 18 | Slimstock Slim4 | — | — | — | — | — | — | — | — | — |
| 19 | VictoriaMetrics | Yes | — | — | — | — | — | — | — | — |
Head-to-head All 25 comparisons →
- Anodot vs TrendMiner
- Anodot vs DataRobot
- Anodot vs Anaplan
- Anodot vs IBM SPSS Statistics
- Anodot vs SAP Integrated Business Planning
- Anodot vs Blue Yonder Demand and Supply Planning
- Anodot vs Grafana Cloud Application Observability
- TrendMiner vs DataRobot
- TrendMiner vs Anaplan
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How we rank time series intelligence software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026