Related: shares the task Data analysis
Python library that interleaves generation and control flow while constraining language-model output.
Open (open weights/source)
Use cases
- Schema-constrained data extraction
- Validation of generated application data
Pricing: The open-source software can be run on your own infrastructure. Compute, storage and any external model API usage are separate costs; a managed service is not included.
Documentation ↗ · Sources
This record was last reviewed on 2026-11-03.
Related: shares the task Data analysis
Structured generation library that constrains model outputs to Python types, schemas and grammars.
Open (open weights/source)
Use cases
- Schema-constrained data extraction
- Validation of generated application data
Pricing: The open-source software can be run on your own infrastructure. Compute, storage and any external model API usage are separate costs; a managed service is not included.
Documentation ↗ · Sources
This record was last reviewed on 2026-11-03.
Related: shares the task Data analysis
No-code AI analytics platform for media agencies, with chat-based data exploration, predictive modeling, and forecasting.
Paid
Use cases
- Agencies forecasting campaign performance for clients
- Scoring and prioritizing sales leads without data scientists
- Analyzing business data through natural-language questions
Pricing: Akkio is sold as an enterprise AI analytics platform for media agencies with custom, quote-based pricing; no public plan tiers or free trial are listed.
Pricing ↗ · Sources
This record was last reviewed on 2026-10-10.
Related: shares the task Data analysis
AWS business intelligence service with conversational and agentic analysis over dashboards and datasets.
Paid
Use cases
- Building BI dashboards on AWS data sources
- Asking natural-language questions of datasets
- Sharing analyses without a separate BI stack outside AWS
Pricing: Amazon Quick Sight is usage- and plan-priced on AWS; see aws.amazon.com/quicksight/pricing/.
Pricing ↗ · Documentation ↗ · Sources
This record was last reviewed on 2026-09-10.
Related: shares the task Data analysis
Source-available AI observability project for tracing model calls, retrieval and tool execution.
Free
Use cases
- Investigation of agent failures
- Regression evaluation of AI applications
Pricing: Phoenix can be run on your infrastructure under Elastic License 2.0; its source availability is not an unrestricted open-source license. Infrastructure and evaluator-model costs are separate, and managed Arize offerings have separate commercial terms.
Pricing ↗ · Documentation ↗ · Sources
This record was last reviewed on 2026-11-03.
Related: shares the task Data analysis
AutoML library for training predictive models on tabular, time-series and multimodal data.
Open (open weights/source)
Use cases
- Predictive analytics
- Development and operation of machine learning workflows
Pricing: AutoGluon is an Apache-2.0 Python library rather than a hosted subscription. Budget training and inference compute, storage and any separately licensed model assets; managed services built with AutoGluon have their own charges.
Documentation ↗ · Sources
This record was last reviewed on 2026-11-03.
Related: shares the task Data analysis
Enterprise planning platform that combines business intelligence, planning, budgeting, and predictive analytics in one no-code environment.
Paid
Use cases
- Enterprise planning and budgeting
- Business intelligence and management reporting
- Predictive analytics for planning and forecasting
Pricing: Board does not publish list prices; its pricing page requests a custom quote, and the platform is sold through quote-based enterprise agreements.
Pricing ↗ · Documentation ↗ · Sources
This record was last reviewed on 2026-09-10.
Related: shares the task Data analysis
Agent observability and evaluation platform that links production traces to quality experiments.
Freemium
Use cases
- Investigation of agent failures
- Regression evaluation of AI applications
Pricing: Free has a USD 0 platform fee, with 1 GB of processed data and 10000 scores per month before metered overages. Pro is USD 249 per month; model credits, data processing, scores and retention are separate billing dimensions.
Pricing ↗ · Documentation ↗ · Sources
This record was last reviewed on 2026-11-03.