Ethic
Payroll reporting
A payroll burn rate view took hours to build, an hour to refresh, and broke with every reorg. One prompt now returns it instantly, live.
- Payroll burn rate reporting cut from hours to 0
Finance spent six hours stitching four data sources into fully burdened cost models. Now, they use AI to generate them in minutes.
One of Silicon Valley's most storied venture capital firms relies on precise financial data to manage annual compensation reviews for its workforce.
Building fully burdened cost models required manually stitching together data from four separate sources, including benefits invoices and offer...
“What a lot of people forget is they just look at salaries and say, this is what it’s costing our business. But when you add in the employer taxes, the benefits, 401k matches — I think people are surprised how much an employee really costs an employer.”
Venture capital firm investing in early-stage and growth-stage technology companies.
HR, payroll, and IT management platform for global workforce operations.
Kleiner Perkins's Cost modeling is part of this use case:
Related implementations across industries and use cases
A payroll burn rate view took hours to build, an hour to refresh, and broke with every reorg. One prompt now returns it instantly, live.
Delays hit 72 hours — a ceiling no new hire could raise. AI runs market sizing to report drafts; reviewers focus on founders.
Comp data across five systems meant Taylor was a retrieval mechanism. One prompt built a live dashboard; four workflows run without her.
A payroll burn rate view took hours to build, an hour to refresh, and broke with every reorg. One prompt now returns it instantly, live.
Comp data across five systems meant Taylor was a retrieval mechanism. One prompt built a live dashboard; four workflows run without her.
Engineers capped at basic chat, complex work out of reach. Now 700 tackle cross-jurisdiction compliance reviews in hours, not weeks.
37 steps and 16 handoffs to send one email. Agents rebuilt the workflow from scratch — 3 weeks became 2 days.
Routine administrative tasks once tied up human experts for entire days. AI now completes these workflows in just minutes.
Creditworthy but credit-invisible: millions of Colombians locked out. Graph ML mapped their behavior instead, making them legible to lending.
Finance spent six hours stitching four data sources into fully burdened cost models. Now, they use AI to generate them in minutes.
One of Silicon Valley's most storied venture capital firms relies on precise financial data to manage annual compensation reviews for its workforce.
Building fully burdened cost models required manually stitching together data from four separate sources, including benefits invoices and offer...
“What a lot of people forget is they just look at salaries and say, this is what it’s costing our business. But when you add in the employer taxes, the benefits, 401k matches — I think people are surprised how much an employee really costs an employer.”
Venture capital firm investing in early-stage and growth-stage technology companies.
HR, payroll, and IT management platform for global workforce operations.
Kleiner Perkins's Cost modeling is part of this use case:
Related implementations across industries and use cases
A payroll burn rate view took hours to build, an hour to refresh, and broke with every reorg. One prompt now returns it instantly, live.
Delays hit 72 hours — a ceiling no new hire could raise. AI runs market sizing to report drafts; reviewers focus on founders.
Comp data across five systems meant Taylor was a retrieval mechanism. One prompt built a live dashboard; four workflows run without her.
A payroll burn rate view took hours to build, an hour to refresh, and broke with every reorg. One prompt now returns it instantly, live.
Comp data across five systems meant Taylor was a retrieval mechanism. One prompt built a live dashboard; four workflows run without her.
Engineers capped at basic chat, complex work out of reach. Now 700 tackle cross-jurisdiction compliance reviews in hours, not weeks.
37 steps and 16 handoffs to send one email. Agents rebuilt the workflow from scratch — 3 weeks became 2 days.
Routine administrative tasks once tied up human experts for entire days. AI now completes these workflows in just minutes.
Creditworthy but credit-invisible: millions of Colombians locked out. Graph ML mapped their behavior instead, making them legible to lending.