This is the Electe Review. Today, 10 self-service analytics tools for small and mid-sized companies, and the word doing the heavy lifting in that phrase, self. The core argument is simple and uncomfortable. Self-service analytics is sold as a product category, but for a small company it is really a division of labor. The tool stops being the thing that answers your question and becomes the thing that hands the question back to you, licensed per seat. That is why this comparison is built on three axes rather than one: pricing, AI features, and trade-offs. Pricing comes first because for a small firm it is the only hard filter. AI features come second because every vendor now claims them, which means the claim itself carries almost no information. Trade-offs come third because that is where the decision actually lives. The piece calls them honest trade-offs, and honest is an admission. There is no single best tool here, only 10 that are each wrong in a different direction. A short list of 10 is not a ranking. It is a signal that fit is doing the work a winner cannot. Ten entries means 10 different compromises, and only one of them matches your team. And if 10 tools can all plausibly serve the same buyer, the differentiation is thin. The real cost is not the subscription. It is the hours your team spends learning to serve itself. The dashboards nobody opens, the AI summary nobody checks. Software can be cheap and still expensive. Worth stating plainly, this comparison is published by Electi, and it closes by inviting you to start a free trial. Take the framework, price, AI features, trade offs, and apply it to the publisher as well. So the question to carry into any demo is not which tool is best in 2026, it is which work you are agreeing to do yourself and whether anyone on your team has the hours to do it. That's the review.