Case studies
Pattern 1: B2B SaaS customer support
Profile. Mid-size B2B SaaS, 50,000 monthly customer queries.
Setup.
- Indexed 35 MB of product docs, FAQ, blog content.
- Deployed widget on marketing site and customer portal.
- Connected WhatsApp for international customers.
- Enabled
collect_lead,escalate_to_human,ticketing_router. - Connected HubSpot for lead sync.
Setup time. About 8 hours.
Results after 90 days:
- 42% of conversations bot-resolved.
- About 1,400 fewer tickets per month for the human team.
- Average response time down from 4 hours to under 60 seconds.
- CSAT lifted 12% (faster responses).
- Sales-qualified leads plus 28% from chat-driven capture.
ROI: net savings about $7,500 per month.
Pattern 2: E-commerce WISMO and cart recovery
Profile. Shopify-based fashion e-commerce, 10,000 orders per month.
Setup.
- Indexed product catalog (5,000 SKUs) plus FAQ.
- Connected Shopify for order data.
- Deployed widget plus WhatsApp.
- Enabled
wismo_order_status,cart_recovery,discount_negotiator.
Setup time. About 12 hours.
Results after 90 days:
- 38% of post-purchase queries resolved by
wismo_order_statusbot. - Cart-recovery rate lifted to 13% from baseline 4%.
- Customer NPS plus 8 points.
- Total tickets handled by humans down 35%.
ROI: revenue lift from cart recovery covers AskVault subscription about 25x.
Pattern 3: Internal HR helpdesk
Profile. 500-person tech company, HR team of 4.
Setup.
- Indexed Notion employee handbook (200 pages).
- Deployed Slack bot in #people-ops.
- Identity verification for SSO-authenticated employees.
- Audience-tagged sensitive content
internal-hr-only.
Setup time. About 6 hours.
Results after 60 days:
- About 65% of HR questions self-served via bot.
- HR ticket volume down from 200 per month to 70.
- Employee NPS on HR support plus 15 points.
- Onboarding-question volume dropped significantly.
HR team redirected freed time to strategic initiatives.
Pattern 4: Engineering helpdesk
Profile. Series B startup, 80 engineers.
Setup.
- Indexed Confluence design docs, GitHub READMEs, postmortem database.
- Slack bot in #engineering.
- Code-aware retrieval enabled.
Setup time. About 4 hours.
Results after 30 days:
- About 300 questions/month that previously went to senior engineers now handled by bot.
- New-hire ramp time down by about 20%.
- Postmortem reuse: "has this happened before?" surfaces past incidents.
Pattern 5: API documentation bot
Profile. Developer tools company.
Setup.
- Indexed API docs (15 MB).
- Embedded widget on docs.yoursite.co.
- Enabled
escalate_to_humanto engineering Slack.
Setup time. About 3 hours.
Results after 60 days:
- Developer questions resolved 55% bot-only.
- GitHub-issue volume down 25%.
- API-onboarding time for new developers shortened.
What patterns share
Across all five:
- Setup under 1 week initial; about 1 month to refine.
- Bot-deflection 35 to 70% depending on content quality.
- CSAT or NPS lift in every case.
- Team time redirected to higher-value work.
ROI summary
For typical mid-size SaaS:
- Setup investment. 4 to 12 hours (one-time).
- Monthly savings. About 3 to 10x the AskVault subscription cost.
- Payback period. 1 to 3 months.
See ROI calculator.
What works less well
Honest exclusions:
- Highly-creative tasks. Bot doesn't generate marketing copy or visual designs.
- Emotional support. Bot handles factual questions; complex emotional cases need humans.
- Brand-new domains. Bot needs content; no content = no bot.
Limits
- Anonymized for privacy. Specific customer names not disclosed without permission.
- Numbers vary. Your mileage depends on content, channels, traffic.
Sample customer quotes (anonymized)
"We saved about 200 agent hours per month. Net ROI in 6 weeks." by VP Support, B2B SaaS
"Cart recovery alone paid for AskVault 30x." by Founder, e-commerce DTC
"HR doesn't field PTO questions anymore. They actually do HR strategy." by Head of People, 500-person co
FAQ
Can I talk to a current customer?
Yes via sales-led reference call. Email sales@askvault.co.
How long until I see results?
Initial impact in 7 to 14 days. Mature impact in 60 to 90 days.
What if my use case isn't here?
Contact us; we love edge cases.