THE DISCOVERY FILE
SEPT 2026 / ProSearch expands Relativity aiR agreementNew AI delivery transformation roleFrom chat data to legal intelligence

Company / Legal intelligence

ProSearch and the cost of starting over

Every lawsuit teaches a company something about its data. ProSearch has built a business around making sure the next lawsuit does not have to teach it all again.

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An email has a subject line. A Slack conversation has a shrug, a reply three hours later, and an attachment somebody remembers differently. For a legal team reconstructing what happened inside a company, that difference is expensive. The evidence may exist. Understanding it is another job entirely.

ProSearch works in that gap. The Los Angeles company helps corporate legal departments and law firms collect, process, search and review information for litigation, investigations and compliance. Its interesting proposition is that the work should become more useful with repetition. A company facing its twentieth matter ought to know more about its data than it did during its first.

The quick read
  • Discovery services, specialist teams and software workflows for corporate legal and law firms.
  • WorkStream organizes collaboration data without throwing away the conversation.
  • The bigger idea: keep knowledge across matters, rather than repeatedly rebuilding it.

01 / The unit of work is the portfolio

Look at ProSearch’s managed services offering and the emphasis becomes clear. Dedicated or designated teams establish standards across a client’s matters, coordinate projects, advise on technology and narrow review scope. A single engagement sits inside a larger operating system of people, records and procedures.

That arrangement addresses a familiar organizational nuisance. Outside counsel may change. Review teams may change. The company’s data keeps returning. ProSearch’s enterprise approach gives those changing participants a shared process, with specialists available when a matter needs deeper technical attention. The value depends partly on continuity: the next team inherits useful work.

The company’s own October 2026 essay locates a common failure at the handoff from legal planning to execution. Objectives get translated poorly, collections expand, reviewers lack context, and production requirements arrive late. That diagnosis explains its place in the market. It sells the ability to make a legal plan work through the messy middle.

02 / A conversation is a data structure

WorkStream makes this philosophy visible. Collaboration platforms produce short messages, replies, reactions and relationships that do not behave like a tidy folder of emails. ProSearch’s solution preserves relational metadata, filters at message level and standardizes processing across sources including Teams and Slack. The point is to reduce noise while retaining enough structure to understand an exchange.

Historical ProSearch product illustration showing activity filtering and a contextual conversation preview
The office conversation, with handles attached. A historical ProSearch product illustration shows filters beside a context preview. Tiny messages bring surprisingly large filing problems.

In March 2025, ProSearch announced enhancements that extended WorkStream to Microsoft Copilot data and separated Slack attachment downloading from processing. It also made the tool available for clients to use directly. These are practical adjustments to where people work and how information arrives, rather than a demand that every source resemble an older document format.

For a reviewer, the benefit is straightforward: organize the exchange before asking someone to interpret it. Filtering irrelevant activity can reduce what enters review. Keeping replies and reactions helps protect meaning. Neither task is particularly theatrical. Both matter when a casual workplace conversation becomes a record someone must explain.

03 / Fewer documents, earlier answers

Data Insights attacks another expensive habit: waiting until a long discovery pipeline finishes before examining what the evidence suggests. Its Quick Matter Preview maps people, communications and emerging facts. Smart Review Boundaries narrows the material requiring review. ProSearch advertises analysis in seven to fourteen days and a 40 percent review-volume reduction; these are company claims, not a forecast for every matter.

Data Insights / company-reported40%

Reduction in review volume advertised by ProSearch. Actual scope and results depend on the matter.

The arithmetic is appealing because review consumes attention as well as money. Removing irrelevant material changes the workload before an attorney reads the first page. The harder question is how the boundary was chosen. A smaller pile is useful only if the process preserves what the legal team needs.

ProSearch’s quality systems address that concern at several stages. Staff check search logic and syntax, examine processing exceptions, and evaluate coding in the context of document families and duplicates. Its Production Inspector application checks final outputs, including Bates numbering and privilege text. The discipline is to inspect the steps that can quietly undermine an otherwise impressive result.

04 / The machine needs an operating crew

The company combines consultants, attorneys, linguists, data scientists and discovery specialists. Microsoft 365 services cover advisory work, preservation monitoring and collection. Privacy services apply classification and analytics to sensitive material. ProSearch AI adds managed review, privacy protection, custom solutions and consulting. Together, these offerings surround the software with people responsible for making it useful.

Relativity is a central partner, with the relationship dating to 2008. In August 2025, ProSearch reported more than 1,500 RelativityOne migrations involving 1.5 billion documents and over a petabyte of data. It also announced its aiR for Review competency. Migration scale measures execution experience; it does not, by itself, measure the accuracy of an AI review.

“We’re proud to be recognized for our hands-on expertise with Relativity aiR for Review.”Julia Hasenzahl · August 2025

Buyers can also consider providers such as Lighthouse and HaystackID, or a more software-centered approach. ProSearch’s case rests on its combination of ongoing delivery, proprietary workflows and partner technology. For a department with capable internal operators and occasional simple matters, that breadth may be less valuable than it is for a recurring multinational portfolio.

05 / Pay for the learning, keep the memory

Historically, ProSearch has described fixed-fee corporate relationships alongside subscription and transactional work. In a 2021 interview, co-founder Julia Hasenzahl explained that reliable collection records enabled data reuse, while uncertainty could force recollection. She described winning adoption of technology-assisted review through successive demonstrated results. The copyable lesson is procedural: document collection carefully, measure outcomes, and use evidence from one matter to improve the next.

Capital now supports that effort. Consello Capital announced a majority acquisition in October 2023, with financial terms undisclosed. In September 2026, ProSearch expanded its Relativity aiR commitment and appointed Donovan Bell to lead AI delivery transformation. The direction is clear: more investment in operating legal technology. Its usefulness will still turn on an older question - whether the organization remembers enough to avoid paying for the same lesson twice.