Blog

Insights, guides, and comparisons from the Viktor team.

Articles

The first AI employee

Today, Viktor raised $75M from Accel to bring an AI coworker to every team in the world. Plumber, agency, Fortune 500. All in one click.

May 19, 2026 · Fryd & Peter

When Should Your AI Employee Use a Browser Instead of an Integration?

A decision rule for when an AI employee should click through a web app instead of calling an integration, and how to keep browser work reviewable.

August 23, 2026 · Kris Newlin

How to Stop Two AI Tools From Doing the Same Work Twice

Two AI tools with write access to the same CRM will eventually collide. Here is how to map, split, and log the work so nothing runs twice.

August 22, 2026 · Kris Newlin

Personal Notes vs Team Memory: Decide What Your AI Employee Remembers Where

Your private notes and your team's shared memory answer different questions. Here is how to split them so your AI employee stops guessing.

August 21, 2026 · Kris Newlin

AI for Staffing Agencies: Keep Every Placement From Falling Through the Cracks

How a staffing agency uses an AI employee to run job order intake, submission packets, redeployment watch, and timesheet chasing from one channel.

August 20, 2026 · Kris Newlin

Viktor vs Slackbot: Two Ways to Get Real Work Done in Slack

Slack shipped code execution, Surfaces and slide creation in Slackbot. Here is where Slack's own AI wins and where an AI employee still fits.

August 19, 2026 · Kris Newlin

Viktor vs Gemini Enterprise Agent Platform: Build Agents or Hire One?

Google shipped a full stack for building and governing agents. Here is when a platform is the right answer and when you just need someone who works.

August 18, 2026 · Kris Newlin

What to Do When Your Company Data Is Not AI-Ready

Most teams stall an AI rollout waiting on a data project. The smaller fix: reachable systems, written context, and one job to prove it.

August 17, 2026 · Kris Newlin

How to Put Your AI Employee's Work on Your Own Domain

Point a domain you own at a dashboard your AI employee built, keep the access rules you already set, and stop sending clients a link they do not know.

August 16, 2026 · Kris Newlin

AI for the Construction Back Office: The Paperwork That Decides If a Job Makes Money

Insurance certificates, lien waivers, change orders, pay applications. How an AI employee runs the construction back office without touching the field.

August 15, 2026 · Kris Newlin

Viktor vs Sierra: Agents for Your Customers or an Employee for Your Team

Sierra builds AI agents that talk to your customers. Viktor is an AI employee for your team. Where each one wins, sourced from Sierra's own pages.

August 14, 2026 · Kris Newlin

Viktor vs Grok Bot: Desktop Agents or a Teammate in Your Team Chat

Grok Bot gives every person a squad of agents on a Mac app. Viktor is one AI employee in your team chat. Where each one wins, from their own docs.

August 13, 2026 · Kris Newlin

How to Stop AI Workslop From Landing on Your Team

Workslop is AI output that looks finished and quietly moves the work to whoever receives it. A handoff standard that stops it, in five rules.

August 12, 2026 · Kris Newlin