iTromsø · IBM, VC2
10 minutes per day — time spent reviewing potential stories
Independently reportedMedia & entertainment · Document processing · NLP · In production
Document processing
Amplitude · Wolfia
Vendor-reportedTechnology & softwareUnited StatesScaledEnterpriseAI agents
Vendor-reported. The customer is named and the numbers are quoted from the source page, but the account comes from the vendor. No independent confirmation.
Reported by wolfia.com (vendor self-report). Checked against the source page on 2026-09-06. 8 of 8 figures below appear on that page word for word.
The problem
Lengthy security reviews spanning hundreds of questions, requiring precise, detailed responses, were a massive challenge, especially during end-of-year surges.
What was deployed
- Vendor
- Wolfia
- Products
- Wolfia's AI agent
- Technique
- AI agents
- Build or buy
- Bought off the shelf
- Deployment
- SaaS
- Data used
- security documentation, past responses, institutional knowledge, policies, past questionnaires, website, Slack conversations
- Scale
- 400+ security questionnaires a year, 34,000+ questions
What changed
Each row is quoted from the source. Figures we could not find on the page in those words are marked — they are kept, not deleted, so you can judge them.
4Xthroughput of security questionnaires
“they actually increased their throughput 4X”
Quoted word for word from the source
$1.5M+annual value deliveredannual
“over $1.5M in annual value”
Quoted word for word from the source
400+security questionnaires handled annuallya year
“The team now handles 400+ security questionnaires a year”
Quoted word for word from the source
34,000+questions answered annually
“answering 34,000+ questions with a single reviewer.”
Quoted word for word from the source
$750K+avoided headcount cost
“representing $750K+ in avoided headcount alone.”
Quoted word for word from the source
$200K+reclaimed engineering and architect time value
“Add in reclaimed engineering and architect time ($200K+)”
Quoted word for word from the source
$500K+revenue impact from faster deal closing
“and the revenue impact of enterprise deals closing in hours instead of weeks ($500K+)”
Quoted word for word from the source
4Xyear-end security review volume handled
“handling 4X their traditional year-end security review volume”
Quoted word for word from the source
reduced to reviewing AI-generated answerswork for GRC team
“reducing the work to simply reviewing AI-generated answers.”
Quoted word for word from the source
hourssecurity review completion timefrom weeks
“Security reviews that once took weeks now complete in hours”
Quoted word for word from the source
same dayresponse time for sales teamfrom days
“They send me a questionnaire, and instead of waiting days for answers, they get everything back the same day.”
Quoted word for word from the source
hoursresponse timefrom weeks
“The sales team was shocked when they started getting responses back in hours instead of weeks.”
Quoted word for word from the source
ROI as stated: over $1.5M in annual value.
“When our team member left, I thought I'd be buried in security questionnaires. Instead, Wolfia's AI agent helped me handle 4X our usual volume. The sales team thinks it's magic - they send in a questionnaire and get responses back the same day. I've gone from spending hours writing answers to just reviewing what the AI generates. It's completely transformed our security review process.”
Difficulties and limits
- For Amplitude's GRC team, these questionnaires were becoming a massive challenge, especially during their end-of-year surge when renewal deadlines hit.
- When a key team member left, Garrett Close, Head of GRC at Amplitude, found himself handling an overwhelming volume of security reviews alone.
- Sales deals were slowing down because security reviews took too long. Engineers were getting frustrated with constant interruptions.
Sources
- wolfia.com — vendor self-report, 2025-01-22
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