Kalinda

Deep research for class action law firms

2.3Score#601 of 999 agents#3 of 7 in Legal operations

Why it ranks #601

Kalinda, an AI legal operations from YC S25, ranks #601 of 999 AI agents and #3 of 7 in Legal operations, with a score of 2.3 of 10. Data as of 3 Oct 2026.

The score adds four parts, each 0 to 10, by weight. Every point comes from public evidence. How scoring works ·

Proof 2 × 30% 0.6
Scale 1 × 30% 0.3
Momentum 2 × 25% 0.5
Autonomy 6 × 15% 0.9
= 2.3

Proof
Do customers use it? 30% of the score
2
Claims work done at scale.
- +2
  Work done at scale
  “Where we’re at: To date, we’ve processed 600k pages of records and are live with 2 of the largest plaintiff law firms in the U.S!”
  Launch YC post · 19 Aug 2025 · 2 claims
Not found: revenue or growth (+4), named customers (+3), a customer result (+2), a customer count (+2)
Scale
Is there a real company behind it? 30% of the score
1
2 people.
- +1
  2 people on its YC page2 people
Not found: funding round in its news (+3)
Momentum
Is it shipping and growing now? 25% of the score
2
Shows hiring.
- +2
  Hiring: 1 open roleFounding Software EngineerYC page
Not found: launch YC post in the last 6 months (+3), new traction claim in the last 6 months (+2), funding news in the last year (+2), a batch in the last year (it is YC Summer 2025) (+1)
Autonomy
How much of the job does it do on its own? 15% of the score
6
Supervised agent: takes actions in other systems; a person approves key steps.
- +6
  Level 2 of 4: Supervised agentTakes actions in other systems; a person approves key steps.
What the model read
- Acts in other systems: 16% likely
- Finishes whole tasks: 17% likely
- Calls itself an agent: 4% likely
- Level 1 from the model's reading of its pages; the evidence review found, with quotes, that its AI acts in the work, so the level is 2
Level 2: Takes actions in other systems; a person approves key steps.

About Kalinda

Kalinda helps class action law firms qualify potential cases in minutes with AI.

The nature of class action/mass torts involves thousands of cases for a single lawsuit. For every plaintiff (injured person), law firms involved in these cases compile everything from the products they used to the injuries they have. This data is extensive, granular, and buried deep in thousands of pages of medical, financial, and employment records and others.

Kalinda extracts, summarizes, and aggregates data from these records for attorneys with AI.

When scaled across an entire litigation, Kalinda works tirelessly and in parallel—turning a process that once took months into just a few hours.

Kalinda provides firms with the equivalent manpower of hundreds of paralegals and legal nurses, allowing them to quickly determine which claimants are eligible and helping them file faster and in greater volume.

To date, we’ve processed 600k pages of records and are live with 2 of the largest plaintiff law firms in the U.S!