Blog
Insights, guides, and comparisons from the Viktor team.
What is AI automation?
AI automation explained: how it differs from rule-based automation and RPA, the AI behind it, real examples, agentic AI and governance controls.
What Is Human-AI Collaboration? Definition, Models and Examples
Human-AI collaboration explained: how work splits between people and AI, in-the-loop vs on-the-loop models, examples, KPIs, risks and skills.
What Are Use Cases for Agentic AI? Real Examples by Business Function
Real agentic AI examples by function: customer service, finance, coding and named deployments, plus workflow types, risks and how to pick your first pilot.
How to build a dashboard across multiple data sources (2026)
How to build a dashboard across multiple data sources: pull numbers from systems that do not talk to each other and keep the view current every week.
How to automate weekly client reports (2026)
How to automate weekly client reports: pull data from every platform, add the commentary clients expect and have an AI employee send it every Monday.
The 10 Best Automation Tools in 2026 (Compared)
Compare the 10 best automation tools in 2026 by job, setup effort, pricing and who each is wrong for, from Viktor and Zapier to Make, n8n and UiPath.
Ad Spend Approval Thresholds: What Needs a Human (2026)
Set ad spend approval thresholds by percent and dollars per day, sized to the account, with named approvers, a sample policy table and Slack approvals.
Cross-Tool Data Workflow Templates for Ops (2026)
Seven cross-tool data workflow templates for ops: CRM, Stripe, invoices, tickets, forms and new hires, each with trigger, checks and a one-line request.
When to scale ad spend: reading your marketing efficiency ratio (2026)
What marketing efficiency ratio (MER) tells you about scaling ad spend: how to calculate it from your own data and the signals that say scale or hold.
Spotting CTR decay early: how to catch ad creative fatigue (2026)
How to spot ad creative fatigue early using CTR decay, frequency and CPM signals in your own account before results drop.
Inventory Reconciliation: Shopify, Amazon and a 3PL (2026)
Reconcile Shopify, Amazon FBA and 3PL stock monthly: one cut-off, SKU and bundle mapping, variance causes, and what a person still has to decide.
PPC Audit: Find Wasted Ad Spend Across Every Account (2026)
A PPC audit for agencies: find wasted ad spend across every client account on a schedule, with a checklist for search terms, bids, budgets and tracking.