Use Cases

How companies really use AI agents, and whether we could do the same.

Finance
Older workflow-automation tools (think Zapier-style “if this, then that” builders) need a human to map out every branch and edge …
$2.5M
$2.5M in annual recurring revenue within five months of its October 2025 launch, growing roughly 160% month over month. …
Tasklet
Retail
Donated food is shrinking as grocery chains get better at forecasting their own supply, just as demand keeps climbing past …
97%
Feature delivery dropped from two to three months down to 24-36 hours — an idea reaching production roughly 97% faster. …
Mid-Ohio Food Collective
Insurance
A personal-injury case can mean 1,000+ pages of medical records, billing ledgers and police reports, arriving late, out of order, …
99%
Drafting time per case fell from 8–15 hours of skilled work to about 30 minutes. EvenUp calls this roughly a 99% drop, …
EvenUp
Retail
Carvana’s engineering teams live in Slack, and production alerts land there constantly: a pipeline breaks, a feature flag …
56%
Alert volume in the retail science channel fell 56% — not because alerts were silenced, but because teams actually fixed …
Carvana
Finance
Qonto’s own research found its customers spend up to eight hours a month on financial admin they never trained for: running …
5X
Payroll runs about 5X faster — a 15-to-20-slip monthly run becomes one bulk-approved transfer instead of fifteen …
Qonto
Marketing
A growing ecommerce brand’s data lives scattered across ad platforms, Shopify, email tools and spreadsheets. Pulling that into …
70%
70%+ reduction in time spent on reporting, and a 50%+ increase in north-star KPIs for early customers. One customer used …
Triple Whale
Retail
Seller-support demand spikes unpredictably around major game launches, when thousands of buyers report voucher, key-activation or …
54%
54% of seller support cases resolved by Dave with no human involved, out of roughly 14,400-15,000 tickets handled during …
G2A.COM
Marketing
Anthropic’s growth marketing function — paid search, paid social, app store optimization, email marketing, and SEO — was run by a …
60×
Ad creation time cut from roughly 30 minutes to 30 seconds per ad. The Figma plugin saves close to 30 minutes on every …
Anthropic's One-Person Marketing Team
Manufacturing
Processing B2B orders arriving via unstructured email (mixed formats, PDFs, images). Previously took 42 hours.
80%
80% automation rate for transactional decision-making. Order processing time reduced from 42 hours to near real-time for …
Danfoss
Insurance
Food spoilage claims processing, previously requiring days of manual review, overwhelmed staff during natural disasters.
80%
80% reduction in claim processing/settlement time. Simple claims resolve in under one day (often hours). The automated …
Allianz
Retail
Traditional e-commerce search was keyword-based and hierarchical rather than goal-oriented. Customers struggled to plan complex, …
35%
Customers using Sparky show 35% higher average order value (AOV). 50% of mobile app users are now engaging with the new …
Walmart
Finance
Hundreds of thousands of specialized employees spent significant time on repetitive analytical tasks: drafting reports, scanning …
200,000
Employees save approximately 3-6 hours per week. By early 2025 the platform had over 200,000 daily active users.
JPMorgan Chase
Media
Running a bilingual tech news site in Georgia typically requires: 1 editor (assigns stories, reviews quality) 1-2 journalists …
98%
Headcount: 0 humans in daily content loop (fully autonomous since March 9, 2026) Output: Daily bilingual posts (Georgian …
OpenClaw.ge