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Title

Turning Payments Risk Into a Growth Enabler

quote · high
…Demo Login Contact Us Try Databricks Customer Stories / ENVISSO CUSTOMER STORY Turning payments risk into a growth enabler 1 day Time to onboard 2x–0 New headcount Envisso uses data to turn the manageme…

Description

Envisso uses the Databricks Data + AI Platform to power its AI-powered merchant risk monitoring and payments insurance platform, unifying merchant, transaction and dispute data with Unity Catalog and Lakeflow Jobs. The company reduced merchant onboarding from weeks to a single day and doubled its customer base without doubling its ~15-person engineering team.

derived · high
…Envisso uses data to turn the management of merchant risk into a profit driver. Their AI-powered monitoring platform and first-of-its-kind payments insurance solution enable partners to process transactions confidently and securely, providing efficiency and peace of mind to both payment companies and merchants…
…sso can stay lean and nimble without sacrificing their growth or core business. Reducing onboarding from weeks to a single day is helping merchants begin making sales faster. Rapid scalability has enabled Envisso to expand from Asia into Europe, Latin Am…

Company

Envisso

quote · high
…ng payments risk into a growth enabler 1 day Time to onboard 2x–0 New headcount Envisso uses data to turn the management of merchant risk into a profit driver. Their AI-powered monitoring platform and first-of-its-kind payments insurance s…

Industry

Financial Services

classification · high
…ow the value we see from these elements,” Matthew said. Share this post Details Industry : Financial Services Use Case : Artificial Intelligence , Data Warehousing , Governance and Security…

Problem

Envisso's legacy infrastructure was slowing the company down: siloed data, limited visibility into lineage and manual processes made it harder to deliver instant risk intelligence. Envisso needed a platform that could ingest and analyze vast amounts of merchant, transaction and dispute data while keeping governance and security intact.

derived · high
…ity and exposure, Envisso’s legacy infrastructure was slowing the company down. Siloed data, limited visibility into lineage and manual processes made it harder to deliver instant risk intelligence. In an environment that requires speed and precision, Envisso needed a platform…

Solution

Databricks helped Envisso unify data across their client roster using Unity Catalog, ensuring secure and centralized access control. With Lakeflow Jobs, they gained the ability to ingest and enrich merchant data from 30-plus payment providers and serve actionable insights into potential risks. ai_query() integration allowed teams to embed LLMs directly into production SQL workflows, and Delta Sharing and Delta Lake help Envisso share live data securely across partners, clouds and regions. They also built a custom Model Context Protocol (MCP) to securely connect AI agents directly to their data.

derived · high
…alysts, PMs and product engineers into the same platform as the data engineers. Databricks helped Envisso unify data across their client roster using Unity Catalog, ensuring secure and centralized access control. With Lakeflow Jobs, they gained the ability to ingest and enrich merchant data…
…ks made it possible to quickly experiment with different external models, while ai_query() integration allowed teams to embed LLMs directly into production SQL workflows. “Databricks Data + AI Platform has been transformative for Envisso. Everything…

Business value

Reducing onboarding from weeks to a single day is helping merchants begin making sales faster. Envisso avoided doubling their engineering team, maintaining a lean ~15-person organization while supporting a growing global customer base.

quote · high
…sso can stay lean and nimble without sacrificing their growth or core business. Reducing onboarding from weeks to a single day is helping merchants begin making sales faster. Rapid scalability has enabled Envisso to expand from Asia into Europe, Latin Am…
…d Envisso to expand from Asia into Europe, Latin America and beyond. Crucially, Envisso avoided doubling their engineering team, maintaining a lean ~15-person organization while supporting a growing global customer base. Business teams and leadership now enjoy autonomy to answer ad hoc risk question…

AI capabilities

Predictive Analytics, Agentic AI, Generative AI

classification · high
…e ability to ingest and enrich merchant data from 30-plus payment providers and serve actionable insights into potential risks. Databricks made it possible to quickly experiment with different external mode…
…help Envisso share live data securely across partners, clouds and regions. And they built a custom Model Context Protocol (MCP) to securely connect AI agents directly to their data. Now, even nontechnical teams can validate data changes, triage pipeline issues…
…ks made it possible to quickly experiment with different external models, while ai_query() integration allowed teams to embed LLMs directly into production SQL workflows. “Databricks Data + AI Platform has been transformative for Envisso. Everything…

Technology

Databricks, Unity Catalog, Lakeflow, Delta Lake, Delta Sharing, Agent Bricks, Databricks SQL

classification · high
…on and unified governance to ensure all sensitive data is secure and protected. Delta Sharing and Delta Lake help Envisso share live data securely across partners, clouds and regions. And they built a custom Model Context Protocol (MCP) to securely connect AI age…

Business functions

Risk & Fraud

classification · high
…ng payments risk into a growth enabler 1 day Time to onboard 2x–0 New headcount Envisso uses data to turn the management of merchant risk into a profit driver. Their AI-powered monitoring platform and first-of-its-kind payments insurance s…

Deployment model

Cloud

classification · high
…Intelligence , Data Warehousing , Governance and Security , Data + AI Platform Cloud : AWS Product : Agent Bricks , Databricks SQL , Delta Lake , Delta Sharing , Lakeflow…

Deployment options

cloud

classification · high
…Intelligence , Data Warehousing , Governance and Security , Data + AI Platform Cloud : AWS Product : Agent Bricks , Databricks SQL , Delta Lake , Delta Sharing , Lakeflow…
Capture details
Captured
05 Sept 2026, 06:07 UTC
Extractor
fetch-strip@1
Snapshot hash
bf15876a519d64db5672f412383c2dd33f68e99b9075adc59288e9a4373795d4