---
title: "AI Case Studies: Real Results from Real Workflows | Rotational Labs"
description: See how Rotational Labs projects cut review time by 90%, sped up RFP responses by 60% and lowered incident triage cost by 53%. Start with a free Proof of Value.
---
[Skip to content](https://rotational.ai/case-studies#main-content)
[Homepage](https://rotational.ai?hsLang=en)
- [Platform](https://rotational.ai/endeavor?hsLang=en)
- [Endeavor overview](https://rotational.ai/endeavor?hsLang=en)
- [Build workflows](https://rotational.ai/platform/workflow-building-agent?hsLang=en)
- [Governance & security](https://rotational.ai/governance?hsLang=en)
- [Integrations](https://rotational.ai/integrations?hsLang=en)
- Solutions
- [Growing businesses](https://rotational.ai/solutions/growing-businesses?hsLang=en)
- [Mid-sized enterprises](https://rotational.ai/solutions/mid-sized-enterprises?hsLang=en)
- [Use cases](https://rotational.ai/solutions/use-cases?hsLang=en)
- [Case studies](https://rotational.ai/case-studies)
- [Pricing](https://rotational.ai/pricing?hsLang=en)
- [About](https://rotational.io/about/)
- [Partners](https://rotational.ai/partners?hsLang=en)
- [Login](https://demo.rotational.app/)
[Book a Proof of Value](https://rotational.ai/proof-of-value?hsLang=en#book)
- [Platform](https://rotational.ai/endeavor?hsLang=en)
- [Endeavor overview](https://rotational.ai/endeavor?hsLang=en)
- [Build workflows](https://rotational.ai/platform/workflow-building-agent?hsLang=en)
- [Governance & security](https://rotational.ai/governance?hsLang=en)
- [Integrations](https://rotational.ai/integrations?hsLang=en)
- Solutions
- [Growing businesses](https://rotational.ai/solutions/growing-businesses?hsLang=en)
- [Mid-sized enterprises](https://rotational.ai/solutions/mid-sized-enterprises?hsLang=en)
- [Use cases](https://rotational.ai/solutions/use-cases?hsLang=en)
- [Case studies](https://rotational.ai/case-studies)
- [Pricing](https://rotational.ai/pricing?hsLang=en)
- [About](https://rotational.io/about/)
- [Partners](https://rotational.ai/partners?hsLang=en)
- [Login](https://demo.rotational.app/)
[Book a Proof of Value](https://rotational.ai/proof-of-value?hsLang=en#book)
Case studies
# Real results from real workflows.
Nine Rotational Labs projects across cybersecurity, supply chain, financial services, professional services, healthcare, EdTech and utilities. Each one started with one workflow and a goal we could measure.
[Book a free Proof of Value](https://rotational.ai/proof-of-value#book)[Browse case studies](https://rotational.ai/case-studies#all)
**90%**less manual review*Supply chain*
**53%**lower incident triage cost*Cybersecurity*
**≥95%**data extraction accuracy*Financial services*
**60%**faster RFP responses*Professional services*
IndustryAll *9*Cybersecurity *3*Supply chain *1*Financial services *1*Professional services *1*Healthcare *1*EdTech *1*Utilities *1*
Supply chainBuilt & deployed
Featured
## Automating risk monitoring with LLMs
Challenge
A global supply chain risk provider had analysts reading tens of thousands of news articles a week to spot threats. Earlier machine learning gave inconsistent results.
What we built
A domain-specific LLM news filter, built with open-source models and transfer learning. It became part of the provider's core product.
[Read the case study →](https://rotational.io/case-studies/automating-with-llms)
**90%**less manual review time
**75%**higher accuracy
**20 hrs**of analyst time back each week
CybersecurityBuilt & deployed
### Security incident triage
A system that analyzes security incident reports and recommends remediation.
**53%**lower cost to triage security incidents
[Ask us about this project →](https://rotational.ai/proof-of-value#book)
CybersecurityBuilt & deployed
### Automating vendor questionnaires
Analysts reviewed long third-party security questionnaires line by line to check vendors against standards.
**33%**less manual review time
**27%**more accurate risk flagging
What we builtTwo domain-specific LLMs, trained on proprietary data and NIST standards, that classify, evaluate and flag vendor responses.
[Read the case study →](https://rotational.io/case-studies/automating-vendor-questionnaires)
Professional servicesBuilt & deployed
### RFP intelligent response
A consulting firm faced a growing volume of RFPs, with slow, inconsistent and sometimes non-compliant responses.
**60%**faster response time
**15%**higher win rate
What we builtA system that learns from past winning proposals and each client's requirements to draft tailored, compliant responses.
[Read the case study →](https://rotational.io/case-studies/rfp-intelligent-response)
Financial servicesBuilt & deployed
### Financial document extraction
A system that extracts sensitive, unstructured data from complex financial filings.
**≥95%**accuracy pulling data from financial documents
[Ask us about this project →](https://rotational.ai/proof-of-value#book)
HealthcareBuilt & deployed
### Voice of employees
An HR team categorized survey comments by hand, so insights were stale by the time they reached leadership.
**70%**less analysis time
What we builtAutomated categorization, sentiment analysis, topic modeling and issue ranking, with live dashboards for HR and executives.
[Read the case study →](https://rotational.io/case-studies/hr-employee-voice)
EdTechAI assessment
### Evaluating hardware and chipsets
An EdTech company needed to know how two NPU boards would handle image and text AI in its products.
**20%**faster inference
**15%**less memory used
What we builtA custom benchmarking framework measuring inference speed, memory and efficiency, then tuning to remove bottlenecks.
[Read the case study →](https://rotational.io/case-studies/evaluating-hardware-and-chipsets)
CybersecurityAI assessment
### The modern SOC
A security operations center covering 2.3 million endpoints needed to scale without overloading its analysts.
**40%+**potential efficiency gain
Projected in the assessment, not yet measured.
What we builtAn assessment of operations and data, and a prioritized roadmap of automation projects with costs and impact metrics.
[Read the case study →](https://rotational.io/case-studies/the-modern-soc)
UtilitiesData foundations
### Real-time monitoring of power transmission
A multi-state utility's grid sensors produced more data than its systems and analysts could keep up with. Analysis ran weeks or months behind.
**Hourly**grid-wide insight, instead of weeks or months
What we builtDeep learning models for each line and bus, combined into grid-wide models that detect voltage sags and usage patterns.
[Read the case study →](https://rotational.io/case-studies/real-time-monitoring-transmission-power)
How every project starts
## Your results could be the next case study
1
### Pick one workflow
We start with work that matters and has a result you can measure.
2
### Build it on your data
A working version on your own documents and systems, scored by your experts.
3
### Decide with evidence
You see the results before you commit to anything more.
## See it working on your own work.
Free, engineer-guided Proof of Value. Go live only if it works.
[Book a Proof of Value](https://rotational.ai/proof-of-value#book)
[Privacy Policy](https://rotational.io/privacy/) · [Terms of Use](https://rotational.io/terms/) · © 2026. All rights reserved.