Waters Rankings 2022: Best artificial intelligence (AI) technology provider—SmartStream
Overview
SmartStream’s Affinity, which was launched in collaboration with Tier-1 banks, is an AI observational learning solution designed to meet the technical demands and business agility for operational data management and data quality processes.
“Our latest Affinity solution outperforms matching rates of anything else available on the market today. Client projects have been very successful—they are estimating at least 20% cost savings for their reconciliation business. It is very gratifying that after 12 months of working with clients on our AI solutions, the technology has matured and we are now at a stage to deliver real value.”
Andreas Burner, chief innovation officer, SmartStream
The Solution
Affinity automatically learns how records correlate to one another and can mimic and learn from actions made by a user. In just a few clicks, the AI establishes its own understanding of how records correlate and Affinity will assist the user to significantly reduce the time it takes to carry out the matching of complex datasets. Ultra-fast matching results are delivered to the end-user with high-quality results. New customers can be up and running almost immediately and the solution can transform traditional data verification processes within seconds.
Secret Sauce
According to SmartStream, the technology itself is entirely unique—it is the first and fastest AI data quality application that outperforms matching rates of anything available on the market today.
Recent Milestones
- Increased automation of exception management in the cloud
- Simplified reporting process for attribute-by-attribute matching, allowing clients to check far greater datasets than was possible before
- Affinity can be used to support clients in meeting their regulatory reporting obligations
Future Objectives
- AI and machine learning technologies will continue to be deployed across all of SmartStream’s solutions.
- Managed services and cloud environments will be available globally for all solutions.
- Future releases of Affinity will support limitless data types.
Only users who have a paid subscription or are part of a corporate subscription are able to print or copy content.
To access these options, along with all other subscription benefits, please contact info@waterstechnology.com or view our subscription options here: https://subscriptions.waterstechnology.com/subscribe
You are currently unable to print this content. Please contact info@waterstechnology.com to find out more.
You are currently unable to copy this content. Please contact info@waterstechnology.com to find out more.
Copyright Infopro Digital Limited. All rights reserved.
As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (point 2.4), printing is limited to a single copy.
If you would like to purchase additional rights please email info@waterstechnology.com
Copyright Infopro Digital Limited. All rights reserved.
You may share this content using our article tools. As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (clause 2.4), an Authorised User may only make one copy of the materials for their own personal use. You must also comply with the restrictions in clause 2.5.
If you would like to purchase additional rights please email info@waterstechnology.com
More on Awards & Rankings
Most innovative market data project/initiative—firmfact
Firmfact automates market‑data contracts, invoices and entitlements for banks and asset managers. Its AI reads documents, matches invoices line‑by‑line and verifies licences with minimal keying.
Best market data newcomer (vendor or product)—Octaura
Octaura’s Insights Platform is an integrated market intelligence and analytics offering purpose-built for the leveraged loan market.
Best market data provider (broker)—Fenics Market Data & Analytics
FMD’s Broker Data service draws on BGC Group’s global brokerage operations to provide pricing, trade and order-flow information across FX, rates, fixed income, commodities and derivatives.
Best evaluated pricing service provider/vendor—Infront
Infront Quant supplies independent, cross‑asset valuations with a “white‑box approach”, offering level 1 and 2 transparency.
IMD & IRD Awards 2026 winner’s interview—Smartstream
Smartstream wins Best reference data managed service at the IMD & IRD Awards 2026
Best reference data integration vendor—Gresham
Gresham’s AI-native EDM Suite combines data from disparate sources and systems and provides user-firms with a single point of integration across the data life cycle.
Best ESG data initiative—Bloomberg
Bloomberg’s Impact and Allocation dataset provides investors with a consistent means of assessing how proceeds are being deployed and what outcomes issuers report.
Best AI/machine learning data initiative—FactSet
FactSet unveiled its MCP server in December 2025, allowing secure, authorized access to the firm’s data from third‑party AI tools.