Generative AI for Time Series Forecasting

Model business uncertainty with ease

Help your business partners navigate product launches, manufacturing pivots, and regulatory shifts with Ikigai. Our patented Large Graphical Models (LGMs) harness the power of generative AI to solve the toughest time series forecasting challenges so you can optimize every decision and deliver better business outcomes.

  • Full suite of time series forecasting capabilities out-of-the-box
  • Collaborate with business stakeholders through explainable AI
  • Incorporate external factors and uncertainties into your models
  • CPU-based processing of terabyte-scale data
VALUE TO YOU

Unlock the insights within your time series data

Find meaning in complex data relationships
Answer your toughest business questions with multivariate analysis
Automatically address data challenges
Impute missing values and identify anomalies and change points
Simplify forecasting across your business
Navigate challenges like sparse data to multi-level hierarchies with ease
Infuse AI with human intuition and experience
Generate interpretable, actionable forecasts with expert feedback
USE CASES

Get better data science outcomes

Solve your toughest forecasting challenges with a rich suite of time series capabilities.
FORECASTING

Unlock the power of probabilistic forecasting

Move beyond the limitations of deterministic approaches to truly optimize business outcomes. 
  • Model a distribution for potential outcomes and their likelihoods
  • Adapt automatically as market dynamics and assumptions change
  • Empower decision-makers with transparent risk and opportunity assessments
EXPLAINABILITY

Empower confident decision-making with explainable AI

Blackbox AI is a non-starter for critical business decisions. Ikigai tells you the “why” behind every forecast.
  • Understand the key drivers and contributing factors behind each prediction, including trends, seasonality and auxiliary impacts
  • Communicate the rationale behind different forecasting outcomes to stakeholders
  • Assess the impact of different strategies backed by explainable, reliable forecasts
DATA RECONCILIATION

Deliver value despite data challenges

Poor data quality is a major roadblock for many AI initiatives. But with Ikigai, you can drive value with less-than-perfect data. With aiMatch, you can quickly create a trusted foundation for accurate forecasting and planning.
  • Automatically map schemas and match rows across tables with AI-powered techniques
  • Improve data quality and model confidence with expert-in-the-loop (XitL) feedback
  • Efficiently harmonize data for comprehensive analysis and data-driven decision making
TIME2VEC

Get answers the business needs, even with limited data

New product? Unexpected event? Ikigai’s aiCast applies machine learning techniques such as Time2Vec to uncover meaningful patterns in the most challenging data.
  • Generate reliable forecasts from sparse, intermittent time series
  • Anticipate demand for novel scenarios by learning from similar patterns
  • Align your organization around a unified data language
HIERARCHICAL RECONCILIATION

Master complex hierarchies with advanced reconciliation

Conquer the complexity of multi-level forecasting and deliver consistent insights across your entire business structure.
  • Reconcile forecasts seamlessly across product line, SKUs, and time granularities
  • Ensure consistency from granular operational levels to high-level strategic aggregates
  • Adapt dynamically to evolving business structures and product hierarchies

See time series forecasting in action

Trying to increase the accuracy of your forecasts? Working with sparse or noisy data?
See how Ikigai tackles these challenges and more in this solution walkthrough.
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INTEGRATIONS

We work in harmony

Get up and running with ease. Connect to 200+ out-of-the-box data integrations and explore our technology partners and solution providers.
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Ready to get started?

Chat with one of our AI experts or request a trial to see how the platform delivers better outcomes for your business.