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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BENEFITS
Get to know the Ikigai platform
The Ikigai platform is an end-to-end platform that enables business users and data scientists to work seamlessly on one platform, leveraging the power of Large Graphical Models to deliver better business results.
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.
