Adapt vs ViktorComparison
More than an AI coworker.
Your universal agent and company brain.
Viktor is a credible AI coworker that lives in Slack. Adapt is a universal AI agent for work that lives in Slack, the web app, and eventually wherever your team works — a living company brain that becomes the basis for every role’s work.
Up to $300 free creditsNo credit card required
Adapt
vs
The Adapt approach
An AI coworker takes orders.
A universal agent serves your entire company.
Viktor and Adapt might look similar at first glance from a single Slack thread. The differences show up in the details of each system’s agentic capabilities, how they approach company knowledge, and the surface areas available for work.
Step 1
Connect tools
Connect Adapt across the stack — Slack, HubSpot, Salesforce, Stripe, GitHub, Linear, Sentry, Notion, BigQuery, Snowflake, Databricks, Google Workspace, and anything with an API. Personal connections first, shared ones when you invite the team.
Step 2
Drop Adapt into Slack
Add Adapt to the channels and threads where work actually happens. Set a plain-English policy per channel for when it should chime in. Adapt observes how each team works, the language they use, and the patterns it should learn.
Step 3
Augment with skills and knowledge
Version-controlled Skills teach Adapt how your company defines metrics, runs processes, and writes things. Knowledge entries capture the rest. Browse and edit it all in the web app.
The result
A modifiable, trainable, living company brain that becomes the basis for every role’s work — sales, marketing, RevOps, customer success, finance, support, engineering, leadership.
In Slack today. In a full web app today. In whatever surface your team works in next.
Adapt vs Viktor comparison
Both products run autonomous work in Slack with managed sandboxes, sub-agents, scheduled tasks, and SOC 2 compliance. The rows below highlight similarities as well as areas where Adapt has gone further on visibility, functionality, and permissions.
| Capability | Adapt | Viktor |
|---|---|---|
| Slack-native | ✓Full functionality | ✓Full functionality |
| Managed sandbox execution | ✓ | ✓ |
| Sub-agents for complex work | ✓ | ✓ |
| Scheduled & recurring tasks | ✓ | ✓ |
| SOC 2 Type II | ✓Type II certified | ✓Type II in progress |
| Dedicated web app | ✓app.adapt.com | ✕Slack only |
| Full agent trace in the web app | ✓Tools, code, sub-agents, citations | ~Finished work + action audit log |
| Knowledge base UI (browse, audit, edit) | ✓Knowledge, skills, memory — editable, self-building | ✕Skill files in the agent’s sandbox |
| Apps page with editing UI | ✓Grid, list, search, favorites | ✕Spaces, no library UI |
| Scheduled tasks delivered to web app | ✓Slack DM, channel, or web app inbox | ~Slack-only delivery + management |
| Personal then shared integrations | ✓Personal first, shared when you invite | ✕Workspace-level by default |
| Private-by-default chats | ✓Default in the web app | ✕Private Mode in development |
| Configurable event triggers | ✓Reasons on each event, then acts | ~Heartbeat polls Slack |
| Transparent per-credit pricing | ✓1 credit = $0.01, itemized | ✓$50/mo + credit-based scaling |
| US headquarters | ✓San Francisco | ~Warsaw / Munich / NY |
Detailed comparison
A closer look at the differences.
The sections below break down where Adapt and Viktor differ, one dimension at a time.
Where it lives
Adapt
Slack and a full web app
Tag @Adapt in any Slack channel, or sign in at app.adapt.com for a dedicated chat surface with persistent searchable history, sources cited on every answer, and shareable links. Same Adapt, two front doors.
Viktor
Slack only
Viktor lives in Slack. There is no standalone web app today — every interaction goes through a Slack channel, DM, or thread.
Seeing what the agent did
Adapt
The full trace, in the open
Every Adapt response opens a full trace — in Slack and the web app — showing which tools were queried, the SQL or Python that ran in the sandbox, what each sub-agent found, the raw data behind the answer, and sources cited back to the underlying systems. Always traceable, in Slack or web.
Viktor
Finished work in Slack
Viktor returns finished deliverables in the channel — PDFs, dashboards, code commits — and keeps an action-level audit trail for admins. The reasoning and intermediate work happen inside the sandbox.
The company brain you build
Adapt
A trainable brain you can see
Adapt’s brain is composed of knowledge, memory, and skills: knowledge is what Adapt knows about your company, and skills are modular, version-controlled packages that teach it how to do specific work. Add and edit them directly in Adapt, or sync skills from a GitHub repo your company owns. Adapt also self-builds its knowledge base as it learns from your work, and every answer shows its full trace, so you always see exactly which skills and knowledge were pulled into the response.
Viktor
Workspace memory the agent maintains
Viktor builds shared workspace memory from how the team uses it, stored as skill files the agent reads and writes inside its own cloud sandbox.
Custom apps you can iterate on
Adapt
A dedicated Apps page with editing UI
Apps live in their own page in the Adapt web app sidebar — grid or list view, search, sort, favorites, build summary and preview before save. Iterate conversationally; Adapt saves a new version every time you describe a change.
Viktor
Spaces deploys full-stack apps
Viktor Spaces ships full-stack web apps with databases, auth, and a custom subdomain from a Slack message. Strong feature, comparable in shape to Adapt Apps.
Scheduled tasks you can manage
Adapt
Defined naturally, visible everywhere
Set up scheduled tasks in plain language — daily, weekly, monthly, custom cron, or one-time. Adapt delivers results to a Slack DM, a Slack channel, or a new chat in your web app inbox. Minimum cadence 15 minutes.
Viktor
Set up and managed in Slack
Viktor’s recurring tasks are configured by chatting with the agent in Slack, and the agent reports them back the same way.
Personal first, shared when you’re ready
Adapt
Start solo, invite the team when it’s time
Connect Adapt’s integrations under your own account and use it as your personal AI coworker for as long as you want. When you’re ready to bring the team in, invite them and add shared integrations alongside your personal ones. Personal chats stay private; shared knowledge stays shared.
Viktor
Workspace-level integrations
Viktor lives at the Slack workspace level today. Integrations and learned context are shared across the team from day one. Private Mode is listed on Viktor’s public roadmap.
Proactivity in Slack
Adapt
Real judgment, not a heartbeat
Adapt doesn’t poll on a fixed timer or settle for an emoji reaction. It fires on the triggers you configure — inbound emails, form submits, deal closes, webhooks, scheduled crons — plus event monitors for the signals you name (pipeline movement, ad-spend anomalies, error rates, churn risk). On every event it reasons over live context to judge whether it actually matters, then takes the real action — files the ticket, tags the owner, drafts the reply — with approvals where you want them. The full intelligence of an Adapt session, running before anyone thinks to ask.
Viktor
A heartbeat that watches the workspace
Per Viktor’s engineering blog, Viktor reads Slack messages about four times a day, reacts with emoji for low-stakes engagement, and replies to threads that have been unanswered for a couple of hours. Useful for catching things without anyone tagging the agent.
Source: Viktor engineering blogWhat it costs as you scale
Adapt
Transparent unit pricing
One credit equals $0.01 of compute and tokens, billed continuously and itemized. Scheduled tasks bill the same way as ad-hoc chats. No per-seat fees, no minimums, no model markup. $100 in credits at sign-up, up to $300 more for connecting integrations and inviting teammates, plus up to 20% bonus on pay-as-you-go top-ups.
Viktor
Credits per workspace
Viktor’s Team plan is $50/month for 20,000 credits per workspace. Their own credit-optimization guide estimates active workspaces spend $300–$400 a month, and lists scheduled automations and long conversation threads as the two biggest optimization opportunities.
Privacy of conversations
Adapt
Private by default in the web app
Every web-app chat is private to you unless you choose to share it. Admins see metadata (timing, integrations used) for compliance, never content. Slack threads keep their normal channel-level privacy. Admin and member roles for the basics; granular RBAC is on our roadmap.
Viktor
Shared workspace context
Viktor operates at the Slack workspace level. Memory, integrations, and learned context are shared across team members. Per-user Private Mode is on the public roadmap.
About the companies
Adapt
San Francisco, US-based
Adapt is headquartered in San Francisco. Founded by Jim Benton (previously CEO of Chorus.ai and Apollo.io), Sean Smith (previously GlareDB), and John Andrew Entwistle (Wander). $10M seed co-led by Activant Capital and Headline.
Viktor
Warsaw, Munich, New York
Viktor is built by ZETA AI, Inc. (the team previously built Jace AI). Engineering teams in Warsaw and Munich. Closed a $75M Series A led by Accel in May 2026.
USE CASES
Real work, in Slack and the web app.
Real cross-system work, scheduled in advance, with audit trails and approvals where they matter.
Cross-system answers from one question
“Which enterprise accounts have declining usage but no open support tickets?” Adapt joins HubSpot, Stripe, and your warehouse in seconds and posts the answer in Slack or a private chat.
HubSpot, Stripe, BigQuery, Slack
Daily revenue and pipeline briefings
Scheduled briefings to the right channel every morning. Pipeline movement, at-risk renewals, marketing-attributed pipeline — sourced from live systems, not yesterday’s exports.
Salesforce, HubSpot, Stripe
Internal apps you can keep iterating on
Pricing calculators, lead-scoring dashboards, commission tools, onboarding checklists. Ship from a thread, iterate in the Apps page, version saved every change. Secrets injected at runtime.
Any REST API, OAuth, custom auth
Triggers that fire on real events
Watch pipelines, deal stages, error rates, ad-spend anomalies. When something breaks, Adapt files the ticket, tags the right person, and includes context. With approvals required for actions you choose.
Sentry, Linear, GitHub, Slack
Competitive intel on autopilot
Monitor competitor sites, pricing pages, and changelogs. Summary posted to #competitive at 8am, every day. The kind of work you keep meaning to set up.
Web research, Slack
Customer success and churn signals
Flag accounts with declining usage, missed QBR prep, or open escalations. Adapt surfaces the churn risk before the renewal conversation, not after.
HubSpot, BigQuery, Slack
A web app you can see makes an
AI agent easier to trust.
Slack and a web app. Knowledge you can see. Apps you can iterate on. Tasks you can manage. Personal integrations first, shared when you bring the team in.
Start for freeFAQ
Frequently asked questions
Every company will have a brain.
It's inevitable.
Get started in minutes, not months.