WrangleAI tackles AI cost sprawl with optimized AI keys, enforces governance controls for secure multi-model usage, and delivers complete visibility through dashboards, allocation tools, and proactive optimization guidance.
WrangleAI empowers organizations to optimize costs, enforce governance, and gain complete visibility over AI usage across multiple models and providers. Designed for data science teams, AI operations managers, Cloud FinOps, and finance departments, WrangleAI delivers immediate cost savings through optimized AI keys, robust policy controls for secure AI adoption, and actionable insights to manage complex AI environments efficiently.
With WrangleAI, organizations benefit from:
Optimized AI Keys: that automatically reduce costs without code changesdelivering instant savings across OpenAI, Anthropic, Google, and other providers
Governance Controls: to enforce usage policies, manage permissions, and ensure compliance across teams and projects
Unified Visibility Dashboard: that tracks tokens, requests, and costs in real-time with intuitive visualizations
Synthetic Groups: for precise allocation and cost tracking by teams, products, or business units
Broad Model Support: including GPT-5, Claude Opus, Gemini Models, and custom model tracking for your entire AI stack
Proactive Optimization Insights: that identify cost-saving opportunities, prevent budget overruns, and reveal usage patterns across teams and models
WrangleAI simplifies AI cost management and governance for enterprises scaling their AI operations. We platform offers a free 60-day trial with no upfront costs, making it easy for teams to experience immediate value.
Ideal for organizations seeking to:
Cut AI costs with zero friction through optimized keys
Enforce security and compliance policies across AI usage
Gain transparency into multi-model AI spending
Scale AI adoption with confidence and control
Highlights
Optimized AI Keys deliver instant cost savings across OpenAI, Anthropic, Google, SLMs and other providersreducing AI spending by up to 30-60% without code changes or workflow disruption
Unified Visibility Dashboard tracks tokens, requests, costs, and emissions in real-time across all AI models with centralized monitoring, allocation by teams and products, and actionable insights
AI Regulation Ready Controls enforce governance policies, manage permissions, ensure compliance with emerging AI regulations, and provide audit trails for secure, responsible AI adoption at scale
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
Pricing is based on the duration and terms of your contract with the vendor, and additional usage. You pay upfront or in installments according to your contract terms with the vendor. This entitles you to a specified quantity of use for the contract duration. Usage-based pricing is in effect for overages or additional usage not covered in the contract. These charges are applied on top of the contract price. If you choose not to renew or replace your contract before the contract end date, access to your entitlements will expire.
Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator to estimate your infrastructure costs.
This listing offers three units you buy under contract. Two are subscription tiers: Enterprise Tier - Multi Tenant runs on shared infrastructure and includes role-based access, single sign-on, and reduced usage fees. Enterprise Tier - Self Hosted in AWS runs in your own environment with custom deployment and support from the vendor. The third unit, AI Usage Fees, is a usage-based add-on covering AI-driven features and optimised keys. You pair a tier with usage fees, so cost scales with how much AI capacity you consume on top of your chosen tier.
Top-of-mind questions for buyers
What do the AI Usage Fees units actually pay for, and how are they metered?
AI Usage Fees cover AI-driven features, specifically the optimised AI keys. These keys route each AI request to a suitable model automatically. Cost scales with how many requests and optimised keys you consume. You pair these fees with a chosen tier, so usage charges apply on top of your subscription.
How does the Multi Tenant tier differ mechanically from the Self Hosted in AWS tier?
Enterprise Tier - Multi Tenant runs on shared infrastructure managed by the vendor and includes role-based access and single sign-on. Enterprise Tier - Self Hosted in AWS runs inside your own AWS environment, with the vendor providing custom deployment and support. Both are contract subscriptions; only the hosting location and support model differ.
Which unit drives the largest part of my bill, and how do they combine?
You buy one tier subscription plus AI Usage Fees. The tier is a fixed contract cost. AI Usage Fees vary with your AI request volume and optimised key use. For heavy AI workloads, usage fees can dominate. Both charges apply together on the same contract. The Multi Tenant tier includes reduced usage fees.
Tell us how we can improve this page, or report an issue with this product.
Give us feedbackReport a problem with this product or seller
Legal
Vendor terms and conditions
Upon subscribing to this product, you must acknowledge and agree to the terms and conditions outlined in the vendor's End User License Agreement (EULA).
Content disclaimer
Vendors are responsible for their product descriptions and other product content. AWS does not warrant that vendors' product descriptions or other product content are accurate, complete, reliable, current, or error-free.
SaaS delivers cloud-based software applications directly to customers over the internet. You can access these applications through a subscription model. You will pay recurring monthly usage fees through your AWS bill, while AWS handles deployment and infrastructure management, ensuring scalability, reliability, and seamless integration with other AWS services.
Buyers can expect help via email or through our website for general inquiries, troubleshooting, and product guidance.
For enterprise clients we have a dedicated point of contact and the ability to influence the roadmap.
AWS infrastructure support
AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.
Be the first to review this product. We've partnered with PeerSpot to gather customer feedback. You can share your experience by writing or recording a review, or scheduling a call with a PeerSpot analyst.