by Lawdience

Serving plaintiff firms since 2015

Custom AI Projects for Class Action Plaintiff Firms

Extract evidence. Calculate damages. Find patterns. Fast.

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

Prove discrimination patterns through statistical analysis

Identify additional affected individuals in produced data

Track deceptive pricing using archived website data

Identify excessive 401(k) fees using Form 5500 filings

Extract hidden fees from plan documents

Categorize exposure levels for tiered damage calculations

Prove unauthorized recurring charges in payment data

Document hidden fees through website and terms analysis

Find off-the-clock work in email/system timestamps

Audit pension calculations for systematic underpayments

Identify customers trapped in impossible-to-cancel subscriptions

Calculate unpaid overtime across incompatible payroll systems

Extract cover-up timeline from internal communications

Document notification delays violating statutory deadlines

Identify misclassified employees through duty analysis

Identify patterns in wrongful benefit denials

class_ops specialize in analyzing large volumes of data to support class action litigation.

employment

Calculate unpaid overtime across incompatible payroll systems

Find off-the-clock work in email/system timestamps

Identify misclassified employees through duty analysis

Prove discrimination patterns through statistical analysis

Document missed meal/rest breaks from timekeeping systems

Extract evidence of violations from Slack/Teams communications

Identify retaliation following protected activity

Calculate tip pool violations from POS data

Detect WARN Act violations in layoff patterns

Uncover wage theft in commission calculations

See more examples

consumer

Document hidden fees through website and terms analysis

Identify customers trapped in impossible-to-cancel subscriptions

Track deceptive pricing using archived website data

Prove unauthorized recurring charges in payment data

Link warranty denials to known defects

Find bait-and-switch victims in sales records

Document systematic refund denials

Identify geographic pricing discrimination

Extract false advertising claims

Prove product origin misrepresentations

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data breach & privacy

Identify additional affected individuals in produced data

Document notification delays violating statutory deadlines

Categorize exposure levels for tiered damage calculations

Extract cover-up timeline from internal communications

Match client data to public breach notices

Detect illegal tracking and data collection

Document data retention violations

Find undisclosed third-party sharing

Identify exposed minors for enhanced damages

Calculate damages by data sensitivity

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ERISA & BENEFITS

Identify excessive 401(k) fees using Form 5500 filings

Audit pension calculations for systematic underpayments

Extract hidden fees from plan documents

Identify patterns in wrongful benefit denials

Find vesting calculation errors

Detect illegal plan amendments

Identify COBRA notification failures

Uncover vendor self-dealing

Document disability claim mishandling

Detect fiduciary breaches through performance analysis

See more examples

FAQ

How do we work together?

Start by telling us what you're trying to find, for example wage violations, hidden fees, class members, or whatever patterns you suspect might be there. Describe what data you have access to (volume, formats, sources). We'll provide a project scope and quote based on this information. Once approved, you share the data, we run our analysis, and deliver actionable findings in the format you need.

What can AI actually do for class action cases?

AI can identify patterns across millions of documents that humans would miss—finding off-the-clock work in timestamps, calculating damages across incompatible systems, identifying class members from unstructured data, and extracting evidence from massive productions. The real value isn't just speed—it's finding the violations and patterns that would otherwise remain buried in the data.

What types of data can you analyze?

We work with virtually any digital format—from structured databases and spreadsheets to unstructured documents, emails, and communication platforms. If it's digital, we can analyze it.

How does pricing work?

We use project-based pricing tailored to each case's scope and complexity. Pricing depends on factors like data volume, analysis type, and project requirements. Volume discounts are available for firms with multiple matters or ongoing analysis needs.