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AI for Operations

How operations teams use AI, how to do it well, and what it means for your job. Written for people who keep the business running, not people who build models.

146 articles · Updated Nov 13, 2026
A computer cursor peeling a price tag off an internal tool dashboard to reveal raw wireframe components beneath.
Build vs Buy Software ·

Build vs Buy Internal Tools With AI: Which Should You Choose?

Should you build internal tools with AI or keep buying SaaS? See which categories to build now, which to keep buying, and what the data says.

build vs buy internal tools AIreplace SaaS with AIcustom AI internal tools
A person folds a giant physical helpdesk ticket out of an oversized five-dollar bill, tossing a very long, expensive software invoice into the recycling bin.
Build vs Buy Software ·

Build vs Buy Helpdesk Software: Is Building Cheaper?

Compare per-agent helpdesk SaaS pricing from Zendesk and Freshdesk with building an internal ticketing tool on Cloudflare Workers and D1 for about $5 a month.

build vs buy helpdesk softwareinternal helpdesk softwareCloudflare Workers D1 helpdesk
Tiny figurines connect a glowing bypass wire between the antennas of two giant walkie-talkies.
AI Agents & Automation ·

Can AI Agents Talk to Each Other? MCP, A2A and Secret Channels

AI agents communicate through protocols like MCP and A2A, and sometimes invent their own channels. Learn how it works, the risks, and how to govern it.

can AI agents talk to each otherMCP vs A2Aagent-to-agent communication
Tiny figurines circle different line items on a giant paper receipt with a red marker.
Build vs Buy Software ·

Per-Seat SaaS vs AI Agent Pricing: Which Model Wins?

Salesforce runs three Agentforce pricing models at once. Compare per-seat, usage, and outcome pricing, with data from Bain, Intercom, Sierra, and Zendesk.

per-seat pricingAI agents SaaS pricingoutcome-based pricing
Tiny figurines read a long paper receipt extending from the metal shutter of a giant floppy disk.
Build vs Buy Software ·

Why Do Businesses Still Run DOS? Legacy Software vs SaaS Costs

ATMs, Muni trains, and insurers still run DOS. See why legacy software persists and how owning software compares to SaaS subscription costs over time.

legacy softwarebusinesses still using DOSSaaS vs owning software
A computer cursor drags a vertical slider across a code editor window, transforming its material from floating translucent glass into heavy solid metal.
Build vs Buy Software ·

Local vs Cloud Dev Environments: Which Is Better for Developers?

Compare local and cloud dev environments on speed, offline use, toolchain control and cost, with data on SaaS spend, 37signals savings and AI coding agents.

local vs cloud dev environmentlocal development environmentcloud IDE vs local IDE
A person holds up an impossibly long receipt and crosses out unused line items with a red marker.
Build vs Buy Software ·

How to Audit SaaS Subscriptions Before Renewal (Step-by-Step)

Learn how to audit SaaS subscriptions: build an inventory, check usage and seat counts, and act 60 to 90 days before auto-renewal to cut software spend.

audit SaaS subscriptionsSaaS audit checklistSaaS renewal management
A person pushes a rigid, beige 90s floppy disk directly through the flat digital surface of a glowing browser tab.
Build vs Buy Software ·

How to Run Legacy Software in a Browser: v86, Ruffle and More

Run Windows 95, classic Mac OS, and Flash content in a browser tab with v86, Infinite Mac, Ruffle, and WebAssembly. Includes AI decompilation and legal limits.

run legacy software in browserv86 emulatorRuffle Flash emulator
A cursor draws a straight horizontal line across two long receipts placed side-by-side, marking the breakeven point between self-hosting and SaaS costs.
Build vs Buy Software ·

Is Self-Hosting Cheaper Than SaaS? Real Costs of Top Tools

Is self-hosting cheaper than SaaS? We compare real costs of Supabase, n8n, Coolify, Nextcloud, and PostHog, counting engineer hours alongside server bills.

self-hosted infrastructure toolsself-hosting vs SaaS costself-hosted alternatives to SaaS
A person holds up a giant printed software dependency graph, using a magnifying glass to look at a single tiny, crumbling node at the bottom that is physically supporting the weight of the massive network above it.
Build vs Buy Software ·

What Is Open Source Supply Chain Risk? AI Startups Explained

Open source supply chain risk explained: how unpaid solo maintainers, xz-utils, left-pad and Shai-Hulud expose AI companies, plus 5 steps to manage it.

open source supply chain riskbus factorxz-utils backdoor
A person unrolls a massive, endless paper receipt for a data warehouse that piles on the floor, while inspecting a tiny, single-item receipt in their other hand.
Build vs Buy Software ·

DuckDB vs Cloud Data Warehouse: Which Costs Less and Scales?

DuckDB vs Snowflake and BigQuery compared: real cost data from Okta and Definite, concurrency limits, and when unikernels can replace DevOps work.

DuckDB vs SnowflakeDuckDB vs cloud data warehouseDuckDB cost savings
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Build vs Buy Software ·

Self-Hosted Postgres vs. Cloud Database: Which Costs Less?

Compare self-hosted Postgres with AWS RDS: $332 vs $744 a month in infrastructure, plus engineering hours and 37signals' cloud-exit savings.

self-hosted Postgres vs cloud databaseAWS RDS costself-hosted Postgres cost
A 3D rendering of a digital artboard being assembled from floating user interface panels and structural wireframes.
Build vs Buy Software ·

Penpot vs Doory: Which Self-Hosted Canva Alternative Is Better?

Compare Penpot and Doory, two free self-hosted open-source Canva alternatives, on cost, deployment, compliance, maintenance risk, and team size thresholds.

self-hosted Canva alternativePenpot vs Dooryopen source Canva alternative
A computer cursor peels back the soft paper layer of a code document to reveal a solid steel core underneath.
AI Agents & Automation ·

Why Rewrite AI Agents in Rust? Python vs Rust for Agents

Python wrappers hit GIL and memory limits at agent scale. See how GitHub and OpenAI moved to Rust, the benchmarks, the risks, and when a rewrite pays off.

rewrite AI agents in RustPython vs Rust for AI agentsPython GIL limitations