Built for SaaS & software teams handling 500+ support tickets/month

Your AI Support Agent Is Giving Wrong Answers About Your Product.

Rovixal grounds every response in your actual documentation -- API reference, help articles, changelog, and pricing pages -- with citations your customers can verify. No hallucinated features. No deprecated endpoints. No wrong plan details.

No credit card required. Connect your docs and go live in under a week.

Rovixal for your product
Can I use the API on my current plan?

API access is available on the Pro plan ($99/month) and above. Your current Starter plan does not include API access. Upgrading to Pro also includes webhooks, 3 chatbots, and branding removal.

[1] Pricing & Plans[2] Plan Comparison Table
Confidence: 0.97 · 2 sources cited
0%
Citation verification available
< 3s
Average response time
24/7
Coverage without staffing
0
Knowledge sources unified

The Five Support Problems Draining Your SaaS Team

Feature & Plan Confusion

"Does my plan include SSO?" Your AI says yes. It doesn't. The customer spends an hour trying to find a setting that doesn't exist, then files an angry ticket. Generic AI can't distinguish between a feature on Enterprise vs. one on Free -- it reads "SSO" in your docs and assumes it's available to everyone.

Outdated API & Integration Docs

A developer follows an AI-suggested code sample using a deprecated endpoint. They debug for two hours before finding the v3 migration guide buried in Confluence. Your API docs are in Notion, migration guides in Confluence, and changelogs in Google Docs -- the AI retrieves the first match regardless of age.

Billing & Subscription Questions

"If I upgrade mid-cycle, do I get charged the full month?" Your AI guesses "yes." Your actual billing policy is prorated. The customer overpays and requests a chargeback. Billing policies are buried in legal docs and rarely indexed by support tools.

Onboarding & Setup Confusion

New users follow a getting-started guide that references a UI redesigned three sprints ago. They can't find the button, assume the product is broken, and churn. Onboarding docs go stale faster than any other content type in SaaS.

Cross-Product Knowledge Contamination

You have 3 products. A customer on Product A asks about export limits. The AI pulls the answer from Product B's docs. The customer follows incorrect instructions and corrupts their data. All your docs live in the same knowledge base and generic AI treats all content equally.

How Rovixal Handles Real SaaS Support

Every response is grounded in your documentation. No guessing. Designed to answer only when grounded in your knowledge.

Plan Feature Verification

Can I use the API on the Starter plan?

API access is available on the Pro plan and above. Your current Starter plan does not include API access. You can upgrade to Pro ($99/month) to get API access, webhooks, and branding removal.

[1] Pricing & Plans -- Plan Comparison Table
Confidence: 0.97 · 1 source cited

Authority weighting ensures the pricing page (PRIMARY, 1.3x) outranks blog announcements about new features. Citation traces the answer to the exact plan comparison table.

Deprecated API Endpoint

I'm getting a 404 on /api/v1/users/list

The /api/v1/users/list endpoint was deprecated in v2.4 and removed in v3.0. The equivalent endpoint is now GET /api/v3/users with pagination support. See the migration guide for the updated request format.

[1] API v3 Migration Guide -- Updated 2 weeks ago
Confidence: 0.94 · 1 source cited

Freshness tracking surfaces the current migration guide (CURRENT, 1.0x weight) over the old API reference (STALE, 0.85x). Multi-source RAG searches Notion, Confluence, and Google Docs in a single query.

Billing Proration

If I upgrade from Starter to Pro mid-month, how much do I pay?

Upgrades are prorated. You'll be charged the difference between your Starter ($29) and Pro ($99) plan for the remaining days in your billing cycle. The new Pro limits take effect immediately.

[1] Billing & Payments FAQ -- Section 3.2
Confidence: 0.93 · 1 source cited

Billing documents auto-classified as PRIMARY authority (1.3x weight). Citation verification traces the proration policy to the exact FAQ section instead of guessing.

Integration Setup Help

How do I connect my Notion workspace?

To connect Notion: 1) Go to Settings, then Integrations, then Notion. 2) Click 'Connect Notion' to start the OAuth flow. 3) Select the pages you want to index. 4) Click 'Sync Now' to begin indexing. Your pages will be searchable within a few minutes.

[1] Getting Started Guide -- Notion Integration, updated 5 days ago
Confidence: 0.96 · 1 source cited

The guide was updated 5 days ago (CURRENT, 1.0x weight), so the AI serves the latest instructions, not a year-old version with different UI steps.

Feature Request / Not Supported

Does Rovixal support Slack integration?

Slack integration is not currently available. Rovixal currently supports Notion, Google Docs, Confluence, Website Crawl, and File Upload as knowledge sources. You can use our webhook integration to send events to Slack via a custom workflow. Would you like to speak with our team about this?

[1] Integrations Overview
Confidence: 0.91 · 1 source cited

Instead of hallucinating a Slack integration, the AI honestly states what is available, suggests a workaround via webhooks, and offers escalation. Confidence scoring prevents guessing.

Subscription Cancellation

How do I cancel my subscription?

To cancel your subscription: Go to Settings, then Billing, then click 'Cancel Plan.' Your current plan features remain active until the end of your billing period. After cancellation, your account reverts to the Free plan (200 messages/month, 25 knowledge pages).

[1] Billing & Cancellation Policy -- Section 5
Confidence: 0.92 · 1 source cited

Every detail -- the 200-message limit, 25-page limit -- is cited from policy docs and verified against PLAN_LIMITS, not fabricated.

Built for SaaS Accuracy. Not Generic AI Chat.

Citation Verification Prevents Feature Hallucination

The #1 SaaS support failure is AI claiming features that don't exist or are on a different plan. Rovixal traces every claim to a specific document section using exact and fuzzy text matching. If a claim can't be verified, it's flagged.

  • Exact and n-gram fuzzy matching against retrieved documents
  • Unverifiable claims flagged before delivery
  • Customers see source references for every answer

Authority Weighting Separates Official Docs from Blog Posts

SaaS knowledge includes official docs (high authority), help articles (medium), and community/blog content (low). Rovixal uses 3 authority levels so pricing pages and API reference always outrank blog posts.

  • PRIMARY (1.3x): Pricing pages, API reference, billing policies
  • SECONDARY (1.0x): Help articles, onboarding guides, changelogs
  • REFERENCE (0.7x): Blog posts, announcements, community content

Freshness Tracking Handles Constant Doc Updates

SaaS products ship continuously. Rovixal tracks document freshness and automatically deprioritizes aging content -- preventing stale answers without manual curation.

  • CURRENT (30 days or less): Full weight
  • AGING (30-90 days): Flagged for review
  • STALE (90-180 days): Deprioritized (0.85x) in retrieval
  • EXPIRED (past expiration): Excluded entirely

Confidence-Based Escalation Prevents Guessing

When the AI doesn't know the answer, it escalates to a human instead of guessing. Three safety nets ensure customers never get stuck with a wrong answer.

  • Low confidence (below configurable threshold, default 0.5) triggers escalation
  • Explicit request keywords ("agent," "speak to someone") trigger immediate handoff
  • Consecutive low-confidence responses trigger automatic escalation
  • Agent receives full conversation context and cited sources via live chat

Knowledge Gap Analytics for Your Docs Team

Rovixal automatically surfaces questions the AI couldn't answer, giving your docs team a prioritized backlog of content gaps to fill.

  • Knowledge gaps: auto-detected unanswered questions with 30-day rolling window
  • Top questions: see what customers ask most, grouped by frequency
  • Feedback analytics: satisfaction rate from thumbs up/down
  • Trust Score: 6-component weighted reliability metric

Accuracy You Can Audit. Not Accuracy You Have to Hope For.

Generic AI Chatbot

Rovixal for SaaS

Claims features exist on plans where they don't
Authority-weighted retrieval cites the exact plan comparison
Serves deprecated API docs as current
Freshness tracking deprioritizes stale content automatically
No way to verify if answers are correct
Confidence score (0-1) and citation on every response
Guesses when it doesn't know the answer
Low confidence triggers automatic human escalation
Treats all docs equally regardless of source
3-tier authority: official docs outrank blog posts

Trust Score: 6-Component Composite Metric

Passing threshold: 85%. Computed on every deployment.

Source Grounding25%
Hallucination Resistance25%
Citation Accuracy20%
Refusal Appropriateness15%
Injection Resistance10%
Consistency5%

ROI Estimate for SaaS Support Teams

Conservative, base, and aggressive scenarios based on industry benchmarks. Actual results vary with knowledge base quality and ticket complexity.

Metric
Conservative
Base
Aggressive
Tickets/month
2,000
5,000
10,000
Deflection rate
35%
45%
55%
Avg cost/ticket
$15
$20
$25
Tickets deflected/mo
700
2,250
5,500
Monthly cost saved
$10,500
$45,000
$137,500
Annual cost saved
$126,000
$540,000
$1,650,000
Rovixal annual cost
$990
$990
$990
Annual ROI multiple
127x
545x
1,667x

All figures are estimates based on industry benchmarks. Ticket cost ($15-25), volume, and deflection rate vary by company.

Monthly Savings = Deflection Rate x Tickets/Month x Avg Cost Per Ticket

Live on Your Product in 3 Weeks

Week 1

Index Your Knowledge

  • Connect Notion workspace, Google Docs, or Confluence with your docs
  • Crawl your help center or docs site via website crawler
  • Upload PDFs, Markdown files, or DOCX documents
  • Configure source authority levels (API reference = PRIMARY, blog = REFERENCE)
Week 2

Configure & Test

  • Set bot persona: name, tone, expertise areas, and response style
  • Configure escalation rules: confidence threshold, handoff keywords
  • Set up domain whitelisting for your widget
  • Test with your team using the dashboard preview
Week 3

Deploy & Monitor

  • Embed the widget on your site (two lines of code)
  • Monitor analytics: knowledge gaps, top questions, satisfaction rate
  • Review Trust Score and confidence distribution
  • Set up webhooks to route escalations to your helpdesk (Pro+)
Embed on your site
<script src="https://widget.rovixal.com/v1.js"></script>
<chatbot-widget id="your-bot-id" />

Frequently Asked Questions

Ready to deploy AI support that actually knows your product?

Connect your docs, configure your bot, and go live in under 10 minutes. Every answer grounded in your documentation, with citations your customers can verify.

No credit card required. Connect your docs and go live in under 10 minutes.