Riley vs Viktor

Generalist coworker, or dental-first coworker?

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.

R

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.

V

Viktor

$50/mo + $100 free credits

Generalist AI coworker in Slack. Wide integration surface (3000+), but built for any vertical, not dental.

Short version

Four bullets, the whole comparison.

  • Viktor is generalist; Riley is dental-vertical with PHI-aware drafting and PMS integrations.
  • Both deliver in Slack. Riley adds an approval queue before any external post.
  • Viktor is cheaper per seat. Riley prices the outcome: one recovered recall pays for the month.
  • Pick Viktor for a broad team assistant. Pick Riley if you run a dental practice.

Feature by feature

What's actually different.

Feature
Riley
Viktor

Slack delivery

Yes
Yes

Approval-first posting

Riley draft → owner approves → posts; Viktor posts on autonomy

Yes
No

HIPAA-aware (PHI scanner)

Yes
No

Dental PMS integration

Open Dental, Eaglesoft, Denticon
No

Google review reply drafting

Yes
Generic

AEO signal tracking

Yes
No

Outcome ledger (ROI proof)

Per-tenant outcome ledger. Riley logs revenue saved

Yes
No

Generic-app integrations

3,000+ apps via integration network
3000+ direct

Phone receptionist

Outbound phone + missed-call SMS recovery (inbound Q3 2026)
No

Pricing transparency

From $99/$249/$499/mo
Per-seat + usage credit

Why practices switch

The difference that shows up in your week.

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.

HIPAA-aware delivery

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.

Approval queue, not autonomy

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.

Outcome ledger, not vanity metrics

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

Not a fit for everyone. Honest take.

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.

See it in your own practice.

Start with an outcome audit, activation checks, and a proof path before anything goes out live.