Dental knowledge, not generic LLM
Riley is trained on dental treatments, insurance terminology, recall economics, and dental-specific KPIs. Viktor is a generalist who doesn't know that 'hygiene recall' is your highest-margin re-engagement lever.
Riley vs Viktor
audit the outcome · verify activation · prove it every Friday
Viktor works for anyone. Riley works for dental practices, with HIPAA-aware delivery, PMS-aware workflows, and an outcome ledger that proves what shipped.
Riley
Free $0 · Starter $99 · Growth $249 · Studio $499/mo
AI coworker for dental practices. Drafts review replies, runs recall, recovers missed calls, and ships a weekly digest in Slack.
Viktor
$50/mo + $100 free credits
Generalist AI coworker in Slack. Wide integration surface (3000+), but built for any vertical, not dental.
Short version
Feature by feature
Slack delivery
Approval-first posting
Riley draft → owner approves → posts; Viktor posts on autonomy
HIPAA-aware (PHI scanner)
Dental PMS integration
Google review reply drafting
AEO signal tracking
Outcome ledger (ROI proof)
Per-tenant outcome ledger. Riley logs revenue saved
Generic-app integrations
Phone receptionist
Pricing transparency
Why practices switch
Riley is trained on dental treatments, insurance terminology, recall economics, and dental-specific KPIs. Viktor is a generalist who doesn't know that 'hygiene recall' is your highest-margin re-engagement lever.
Every outbound message runs through a PHI scanner before send. Per-tenant egress policy (default / BAA-covered AI only / on-premise inference) gives you a BAA path. Viktor offers no HIPAA workflow.
Riley drafts; you approve. Nothing posts without you. Viktor's autonomy is fine for an internal team. For a HIPAA-regulated patient touchpoint, it's a liability.
Riley writes every recovered patient, posted reply, and recall response to a per-tenant outcome ledger. Cancel anytime, take the data with you. Viktor reports time saved; Riley reports dollars recovered.
When to choose which
Choose Riley if
You run a dental practice (or 2 to 3 locations), want HIPAA-aware patient touchpoints, and would rather pay from $99/mo with a real ROI ledger than $50/seat plus usage credit.
Choose Viktor if
You run a non-regulated team of 10+ that wants a Slack AI helper across general business workflows (HR, support, ops). Viktor's breadth beats Riley's depth for that.
Start with an outcome audit, activation checks, and a proof path before anything goes out live.