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Judicial analytics for litigators · Canada and United States

Bench IQ: Product, team and how it was built

Small teamFundedB2BLegal

Bench IQ (Judicial analytics for litigators, Canada and United States): 4 of the top 5 Am Law 100 firms as customers, August 2025. Evidence grade E: no revenue figure was checked. Team: 3 founders named; headcount not published; offices in New York, Chicago and Toronto. Launched January 2024; still running.Added

Outcome
4 of the top 5 Am Law 100 firms as customers, August 2025
Evidence
E no revenue figure was checked
Launch
January 2024
Status
Still running
Team
3 founders named; headcount not published; offices in New York, Chicago and Toronto
Outside funding
US$2.1M pre-seed and US$5.3M seed in August 2025, as reported by LawSites
Main channel
Not stated
No revenue figure

What is not verified

No revenue figure was found. The customer claim is the company's own statement, repeated by the press. No customer is named, and no independent source confirms that the firms pay. The company did not disclose prices or the number of customers to SiliconANGLE. The pre-seed year differs: 2023 in SiliconANGLE, February 2024 in LawSites. LawFuel wrote Am Law 200, not 100. A reader could look for a named customer, a price list or an interview with revenue. This story is grade E: the business is real and its product, price and customers are described from public pages, but no revenue figure was checked. Aiolum shows it as an idea worth studying, not as proof that it makes money.

Bench IQ sells judicial analytics to law firms: software that shows how a particular judge has reasoned in past cases. It reads hearing transcripts, the word-for-word records of court sessions, together with filings and orders. A lawyer asks a question in plain language and gets an answer that cites the passages. The company's home page says it covers all US federal district and bankruptcy courts.

The company says it was founded in 2023. LawSites reported in February 2024 that the product had launched in January to 12 of the 100 largest US firms. LawSites reported in August 2025 a US$5.3M seed round and four of the top five Am Law 100 firms as customers. The chief executive had co-founded ROSS Intelligence in 2014, a different company that closed in 2021.

No revenue figure was found, and the grade is E. Bench IQ did not disclose its prices or its number of customers to SiliconANGLE in August 2025. The customer claim is the company's own, repeated by LawSites and SiliconANGLE, and no firm is named.

Bench IQ: 4 of the top 5 Am Law 100 firms as customers, August 2025. Judicial analytics for litigators, Canada and United States, team of 2 to 10, evidence grade E.
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01

Why did Bench IQ work?

Four causes, in the order they mattered. Each one is a reusable lesson.

01

A former law-firm partner brought the idea and ex-ROSS engineers built it

LawSites reported in August 2025 that Gettleman, a former Kirkland & Ellis partner, came up with the idea. Ovbiagele co-founded ROSS Intelligence in 2014. Isakov was founding engineer at ROSS and is now the chief technology officer.

02

It reads hearing transcripts that written opinions leave out

Ovbiagele told LawSites in February 2024 that judges write opinions for only 3% of rulings. The company says it connects filings, hearing transcripts and orders. SiliconANGLE reported that it built a proprietary technique for the rulings that are not in writing.

03

It plugs into the AI assistants that firms already approve

The home page lists Harvey, Legora, ChatGPT, Claude and Gemini, and any assistant that supports MCP, a standard for connecting tools to assistants. The Harvey page describes how a firm turns the connector on.

How it was built

These details come from the press and the company's own pages. They are grade C. [9, 8, 5, 6]

  • SiliconANGLE reported that the company used its dataset to train commercial large language models. It also had to develop new ways to fine-tune them.
  • LawSites wrote that the system uses large language models and AI agents to find patterns in judges' reasoning.
  • The Harvey help page says answers cite their sources. It says the service may fetch federal court records from PACER and pays the fees up to a monthly limit.
  • The privacy policy lists service providers, among them Amazon Web Services, Heroku, Datadog and Sentry.

Tools named in the sources

Each one opens its page in the Tools tab, with every story that uses it.

02

Who tried this before Bench IQ, and why did they fail?

Two companies in our database of failed startups sold AI-assisted tools to lawyers. The values below are from that database on 11 November 2026 and are not independently verified.

Died 2015 to 2018 (record); platform closed 31 January 2021 (LawSites)Burned US$13.0M burned

ROSS Intelligence

The promise

AI-powered legal research that finds case law faster than traditional methods.

Why it died

The record says it struggled to gain traction against incumbents with large datasets. LawSites reported that a Thomson Reuters lawsuit forced it to shut down.

Traction against incumbents
Died 2015 to 2018Burned US$120K burned

jEugene

The promise

Contract review that finds errors and inconsistencies with an algorithm.

Why it died

The record blames an inability to adapt to a fast-changing legal tech market. The same record suggests the company may still operate. The cause is uncertain.

Could not adapt to the legal tech market

The failed startups come from our database of 1,749 dead startups, retold here in our own words. Its entries are AI-assisted summaries of public sources, so these cards carry no evidence grade.

What changed

ROSS Intelligence sold AI legal research and closed in 2021 after Thomson Reuters sued it. LawSites reported that the suit alleged ROSS used Westlaw content to build its product. Bench IQ sells a different thing: how a judge reasons, from transcripts and filings.

Bench IQ says it built a proprietary dataset. The home page lists hearing transcripts and federal dockets, and the Harvey page says it may fetch records from PACER. This page could not verify where each transcript comes from.

03

Can one person copy Bench IQ now?

Not as a solo founder, and not without funding.

The company raised two rounds, US$2.1M and US$5.3M, as LawSites reported, and its founders included a law-firm partner and ex-ROSS engineers. What can be copied is the focus on one record that other tools skip.

Where it is still open: Other public records that professionals cannot search well: arbitration hearings, regulator meetings, tax tribunal decisions.

  1. 1Pick a professional group that pays for preparation, such as litigators before a hearing.
  2. 2Find a record that exists but that tools do not search, such as hearing transcripts.
  3. 3Put a lawyer in the founding team to define the questions.
  4. 4Offer the product inside the assistants that the buyer's firm already approves.
04

How much revenue does Bench IQ make?

Each row shows the evidence grade and the source numbers from the list at the end of this page. The grades are explained in How Aiolum verifies.

A funded legal analytics company with press-reported customers and no published price or revenue. The facts below are company statements and press reports
FactValueGradeHow we knowSources
Company start2023CThe About page says "Founded in 2023." SiliconANGLE called it a two-year-old company in August 2025. ROSS Intelligence, the founders' earlier company, is a separate company that started in 2014.[2, 9]
Launch to firmsJanuary 2024, to 12 of the 100 largest US firmsCLawSites, 29 February 2024: Ovbiagele said 12 firms used it on live cases and the product was still in beta mode. He did not name the firms.[7]
Customers, August 2025four of the top five Am Law 100 firmsCLawSites wrote that the company landed them as customers. SiliconANGLE wrote that the platform is already used by them. The home page repeats the claim in November 2026. No firm is named.[8, 9, 1]
How it chargesusage-based and seat-basedCOvbiagele told SiliconANGLE on 27 August 2025. The company would not disclose prices or the number of customers.[9]
Pre-seed roundUS$2.1MCLawSites wrote in February 2024 that it had just closed, led by Maple and Haystack. SiliconANGLE dates it to 2023 and Artificial Lawyer to 2024.[7, 9, 10]
Seed round, 27 August 2025US$5.3MCLawSites: led by Battery Ventures and Inovia Capital, with CIBC Innovation Banking, MVP Ventures, Maple VC and Haystack VC. Artificial Lawyer noted that the currency is not clear.[8, 9, 10]
Founders3 namedCLawSites names Jimoh Ovbiagele (chief executive), Jeffrey Gettleman (former Kirkland & Ellis partner) and Maxim Isakov (chief technology officer) as the founders. The About page lists all three.[8, 2]
Headcountnot publishedCThe About page lists three executives and the Careers page lists open roles in engineering, applied AI, product design and product management. No source gives a number of employees.[2, 3]
Coverage, November 2026all US federal district and bankruptcy courtsCHome page claim. SiliconANGLE wrote in August 2025 that the company was focused on the federal judiciary and planned to add state courts.[1, 9]
Connector to Harveylive, page updated 29 October 2026CThe company's help page says a lawyer can ask Harvey a question and Harvey hands it to Bench IQ. The home page also lists Legora, ChatGPT, Claude and Gemini.[5, 1]
Months from launch to the customer claim19 monthscalcCalculated: January 2024 to August 2025.[7, 8]

How to read this table. Grade C is a statement by the company or its founder, including when a journalist repeats it. Grade D is one unverified statement. A "calc" value was computed on this page.

Bench IQ publishes no price. The /pricing address returned "Page Not Found" on 11 November 2026 (grade C)
PlanPer month, billed yearly (US$)Per month, billed monthly (US$)Limit

The home page offers "Book a demo" and nothing else to buy. Ovbiagele told SiliconANGLE in August 2025 that pricing is both usage-based and seat-based. LawSites reported in February 2024 that he promised flexible pricing for firms of different sizes. No Internet Archive copy of a pricing page exists.

05

When did Bench IQ launch, and how did it grow?

From a company founded in 2023 to four of the top five large firms as customers in August 2025. Each entry carries its grade.

  1. 2023CThe company gives 2023 as its founding year. SiliconANGLE places the pre-seed round in 2023. [2, 9]
  2. January 2024CThe product launches to 12 of the 100 largest US firms, according to LawSites. [7]
  3. 29 February 2024CLawSites reports a US$2.1M pre-seed round led by Maple and Haystack, and the chief executive's earlier company ROSS Intelligence. [7]
  4. 27 August 2025CLawSites and SiliconANGLE report a US$5.3M seed round. LawSites adds four of the top five Am Law 100 firms as customers. [8, 9]
  5. 29 October 2026CThe company's Harvey connector page shows this date as last updated. [5]
  6. November 2026CThe home page still says four of the top five Am Law 100 firms rely on Bench IQ. The company is hiring in the US and Canada. [1, 3]

What could go wrong for Bench IQ?

The risks are the mirror image of the causes above.

What is not verified

No revenue figure was found. The customer claim is the company's own statement, repeated by the press. No customer is named, and no independent source confirms that the firms pay. The company did not disclose prices or the number of customers to SiliconANGLE. The pre-seed year differs: 2023 in SiliconANGLE, February 2024 in LawSites. LawFuel wrote Am Law 200, not 100. A reader could look for a named customer, a price list or an interview with revenue.

Logos, counters, badges and testimonials are the company's claims

The home page counter says 4 of the top 5 Am Law 100 firms rely on Bench IQ. Its quotes name only a role and a firm rank, such as "Associate, AmLaw 10 firm". It shows a SOC 2 Type II badge with a report link that was not read. The About page has sections headed "Early employees from" and "Backed by". The home page also has a strip headed "IN THE PRESS".

Judge analytics is a sensitive use, and the company rejects the word prediction

The product analyzes how named judges have reasoned in public court records. Headlines on the company's press page speak of predicting or forecasting rulings. Ovbiagele told SiliconANGLE in August 2025 that the company is not trying to predict case outcomes.

The founders' earlier company was sued and closed

Ovbiagele co-founded ROSS Intelligence, which shut down in January 2021 after a lawsuit by Thomson Reuters, according to LawSites. That suit concerned ROSS, not Bench IQ. LawSites reported in February 2024 that the case was still moving forward.

Sources

The grade next to each source is the best grade that the source can support. "Read in full" means that the text of the page was downloaded and the numbers were checked in it.

  1. C Bench IQ home page, read 11 November 2026
    Read in full. Source for the customer counter, the coverage claim, the unnamed quotes and the badge. The /pricing address returned 404.
  2. C Bench IQ About page, read 11 November 2026
    Read in full. Source for the founding year, the three executives and the three office cities.
  3. C Bench IQ Careers page, read 11 November 2026
    Read in full. Lists open roles in the US and Canada. It gives no headcount.
  4. C Bench IQ Press page, read 11 November 2026
    Read in full. A list of press headlines chosen by the company. The articles behind most of them were not read.
  5. C Bench IQ in Harvey (help page), read 11 November 2026
    Read in full. Source for the Harvey connector, the PACER record fees and the update date of 29 October 2026.
  6. C Bench IQ privacy policy, read 11 November 2026
    Read in full. Source for the list of service providers.
  7. C LawSites, 29 February 2024: ROSS Cofounder Returns To Legal Tech with Startup Using AI To Surface Judges' Decision-Making Patterns
    Read in full. Source for the launch to 12 firms, the pre-seed round and the ROSS history.
  8. C LawSites, 27 August 2025: Bench IQ, AI Startup Led By Former ROSS Cofounder to Understand Judges' Decision Patterns, Raises $5.3M Seed
    Read in full. Source for the seed round, its investors, the founders and the four customer firms.
  9. C SiliconANGLE, 27 August 2025: Bench IQ raises $5.3M for AI-based judicial intelligence platform
    Read in full. Source for the pricing model, the undisclosed prices and customer count, and the training approach.
  10. C Artificial Lawyer, 27 August 2025: Ex-ROSS Cofounder Bags $5.3m Seed For Judge Intelligence
    Read in full. A second report of the seed round, with a note that the currency is not clear.
  11. D LawFuel: Lawyers Built This AI to Read Judges' Minds, And BigLaw Is Already Hooked
    Read in full. Says Am Law 200 where other sources say Am Law 100. Used only for that difference.
  12. C Bench IQ home page, Internet Archive copy of 29 February 2024
    Read in full. An early access form, two unnamed quotes and no price.
  13. C Database of failed startups, local export
    Record pages read on the website on the day of writing. AI-written summaries, not independently verified. Source for the failed predecessors.

Run this company? Send corrections or a verified figure to aiolum@livyden.com

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