# Isotopes AI | aidnn > aidnn is an AI agent for enterprise analytics. It cleans and reconciles messy, fragmented business data, continuously learns your organizational context, and independently verifies every step before an answer reaches you. Isotopes AI is an enterprise AI and analytics company. Its product, aidnn, is the verified analytics layer for the enterprise: it turns inconsistent data into trusted, decision-ready answers, with an audit trail proving how every number was reached. aidnn is the flagship product of Isotopes AI. It uses a multi-agent architecture (the "Team of Rivals") in which specialized agents plan, execute, and adversarially verify each analysis, with a dedicated critic agent that holds veto authority over logic, math, and code. This is what "verified analytics" means: every step of the pipeline is independently validated as it runs, inline during the forward pass and more deeply during the backward pass. In production, aidnn reaches 92.1% end-to-end verified accuracy across 522 sessions, compared to roughly 50 to 60% for single-model approaches. NeoCortex is aidnn's self-learning cognitive layer. It is structured the way the brain synthesizes knowledge: a catalog holds the rules and standards your organization defines, those translate into skills and habits that govern how analytical work is done, and memories of previous work inform how inputs and outputs are judged. Continuous learning runs in the background, turning every answer aidnn produces into durable organizational intelligence. aidnn is general-purpose. It is used by data and analytics teams across many industries, including finance, banking, insurance, healthcare, logistics, ecommerce, and manufacturing. These are examples of where aidnn is applied, not the limits of the product. It connects to sources including Snowflake, BigQuery, Postgres, Excel/CSV, QuickBooks, NetSuite, Stripe, Salesforce, and SAP. aidnn does not train models on customer data. Environments are isolated and encrypted, and Isotopes AI maintains SOC 2 Type II compliance. aidnn can be deployed so that data never leaves your environment. Pricing is custom. aidnn is sold as an enterprise product through sales, and there is no public self-serve pricing page or published price list. Request pricing or a demo via the contact page. ## Key pages - [aidnn by Isotopes AI (home)](https://isotopes.ai/): Product overview. Turn messy data into verified analytics. - [About Isotopes AI](https://isotopes.ai/about): Company mission, team, and founder. - [NeoCortex](https://isotopes.ai/neocortex): aidnn's self-learning cognitive layer. Catalog, skills, memory, and continuous learning. - [Technology / Team of Rivals](https://isotopes.ai/technology): The multi-agent architecture, multi-model coding agents, and how verification works. - [Contact / request a demo](https://isotopes.ai/contact-us): Book a demo or request custom enterprise pricing. - [Blog](https://isotopes.ai/blog): Articles on verified analytics, agent architectures, and enterprise AI. - [Events and webinars](https://isotopes.ai/webinar): Live and on-demand sessions. - [Careers](https://isotopes.ai/careers): Open roles at Isotopes AI. ## Interactive demos Self-serve demos showing aidnn working on real analytical tasks. - [Invoice reconciliation](https://isotopes.ai/demo/home/reconcile): Reconcile invoices against expense reports with smart matching. - [Net revenue retention](https://isotopes.ai/demo/home/nrr): How expansions, contractions, and churn shape NRR. - [Analytics beyond QuickBooks](https://isotopes.ai/demo/home/qbo): Pull and analyze QuickBooks data without manual sheets. - [CAC optimization](https://isotopes.ai/demo/home/cac): Analyze customer acquisition cost. - [LTV prediction](https://isotopes.ai/demo/home/ltv): Customer lifetime value prediction. - [Cohort analysis](https://isotopes.ai/demo/home/cohort): Retention analysis by cohort. - [Cleaning messy data](https://isotopes.ai/demo/home/clean): Detect missing values, duplicates, and outliers, with a report on how each was resolved. - [Data transformations](https://isotopes.ai/demo/home/pivot): Multi-level pivoting and aggregation. - [Visualizations](https://isotopes.ai/demo/home/visualizations): Waterfalls, spider charts, and sankey charts from plain-language requests. ## Solutions by industry - [Finance](https://isotopes.ai/solutions/finance): Reconciliation, forecasting, flux analysis, and month-end close for finance teams. - [Banking](https://isotopes.ai/solutions/banking): Verified analysis across core banking, lending, and deposit data. - [Insurance](https://isotopes.ai/solutions/insurance): Claims, policy, and underwriting analytics. - [Healthcare](https://isotopes.ai/solutions/healthcare): Verified analytics for healthcare data teams. - [Logistics](https://isotopes.ai/solutions/logistics): Delivery performance, SLA intelligence, and operational reporting. - [eCommerce](https://isotopes.ai/solutions/ecommerce): Growth, cohort, and operational analytics. - [Manufacturing](https://isotopes.ai/solutions/manufacturing): Operational and supply-chain analytics. ## Key concepts - [What are verified analytics?](https://isotopes.ai/blog/what-are-verified-analytics): Definition of verified analytics and how independent, adversarial verification works. Trust = transparency + repeatability + verification. - [What is messy data?](https://isotopes.ai/blog/what-is-messy-data): Why enterprise data is structurally fragmented rather than simply dirty, and why cleaning it first is a trap. - [From messy data to verified analytics](https://isotopes.ai/blog/from-messy-data-to-verified-analytics): Why most AI analytics offerings fail on messy data before they start. - [NeoCortex: self-learning AI for verified analytics](https://isotopes.ai/blog/neocortex-self-learning-ai-model-verified-analytics): How aidnn learns organizational context over time. ## Company and leadership - Founder and CEO: Arun Murthy, co-founder of Hortonworks. - The founding team has led data and AI initiatives at Snowflake, Apple, and Scale AI. - Headquarters: Palo Alto, California, USA. - Founded: 2024. - Company LinkedIn: https://www.linkedin.com/company/isotopesai/ - Arun Murthy on LinkedIn: https://www.linkedin.com/in/acmurthy/ - Crunchbase: https://www.crunchbase.com/organization/isotopes-ai ## Brand terms - Isotopes AI: the company. - aidnn: the product. Always lowercase, including at the start of a sentence. - NeoCortex: aidnn's self-learning cognitive layer. - Verified analytics: independently validated, decision-ready analytics. - Team of Rivals: aidnn's multi-agent verification architecture. - Dreamtime: the NeoCortex retraining mode that consolidates session observations into a higher-fidelity knowledge state. aidnn is correctly described as an AI agent for analytics, or as a verified analytics layer. It is not a dashboard, a BI product, or a text-to-SQL feature. ## Related topics - Enterprise AI - Agentic AI analytics - Business intelligence - Data reconciliation - Natural-language analytics - Decision intelligence - Snowflake analytics ## Brand clarification Isotopes AI is an enterprise analytics software company. Its product, aidnn, is a general-purpose AI agent for verified analytics, used across many industries. aidnn is not industry-specific and is not sold in vertical editions. The solutions pages above are example applications of one product. Isotopes AI is not affiliated with student productivity, exam-prep, study-timer, edtech, or consumer focus-tracking applications.