Companies Clearwater Analytics (CWAN)

Clearwater Analytics (CWAN)

Boise

Total Offices: 3

1,100 Total Employees

Year Founded: 2004

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Clearwater Analytics (CWAN) Innovation & Technology Culture

Clearwater Analytics (CWAN) Employee Perspectives

Clearwater’s approach to AI is built around the realities of investment management, where accuracy, auditability and trust matter as much as automation. Its decision to create a custom evaluation framework shows that the company is not just adopting emerging AI tools, but engineering them for domain-specific use cases where generic benchmarks are not enough.

"In investment management, the stakes around accuracy are high. A response that is 98% correct in a traditional linguistic evaluation can be 100% wrong for what a client actually needs. We built our own evaluation framework from the ground up because, three years ago, most of the now-familiar frameworks did not yet exist.

The approach uses an LLM-as-a-judge model with multiple evaluation facets. It goes well beyond BLEU and ROUGE scores, which measure linguistic similarity but miss domain-specific correctness. We built curated golden prompts and golden responses, using internal use cases to refine those benchmarks over time."

Darrel Cherry, Engineer

From the article: AI that compounds: How Clearwater’s data foundation powers every agent we build

Clearwater Analytics (CWAN) Employee Reviews

“The industry has been waiting for AI that can handle the complexity and scale of institutional operations. We’ve engineered AI agents that can autonomously execute millions of tasks daily while maintaining the precision and auditability that institutions require. Our platform transforms operational efficiency, accelerates decision-making, and gives institutions confidence in leveraging AI across investment portfolios at enterprise scale.”

Souvik Das, Chief Technology Officer

GenAI tools are woven into the fabric of our organization, enabling both technical and non-technical employees to deliver internal automation and new products at unprecedented speeds,”

Sandeep Sahai, CEO

What People Are Saying About Clearwater Analytics (CWAN)

Product Innovation: Operates a single‑instance, multi‑tenant cloud platform that unifies investment data, accounting, performance, compliance, and risk, with Prism extending an open architecture and Snowflake connectivity. This design enables faster feature rollouts and trusted, portable data across large asset volumes.
Emerging Technology Adoption: Rolled out a platform‑wide generative AI layer (Clearwater‑GPT/CWAN GenAI) using RAG, LangChain, and customized LLMs on Amazon SageMaker, embedding domain‑specific agents (e.g., CWIC Specialists) across reporting, operations, and compliance. Architecture notes from public materials emphasize domain‑specific agents and retrieval‑augmented approaches.
Long-Term Vision: Pursues a front‑to‑back platform strategy by acquiring capabilities such as JUMP Technology and a pending/closed Enfusion deal to extend beyond the accounting nucleus. This trajectory signals intent to deliver a unified lifecycle platform spanning trading/PM, accounting, compliance, risk, and reporting.