What is alternative software?
Alternative software means a different product that does the same job as the one you're looking at. 'Photoshop alternatives' are image editors like Affinity Photo or GIMP; 'Zoom alternatives' are meeting tools like Meet or Jitsi. People search for alternatives for predictable reasons: price (cheaper or free options), platform (needs to run on Linux/Mac), privacy (self-hosted or non-tracking versions), simplicity (the incumbent got bloated), or policy (avoiding a specific vendor).
The useful mental model: every popular product defines a category, and the alternatives are that category minus the marketing head start. The incumbent is rarely the best fit for every use case. It's just the most findable.
Good alternative research compares on the facts that matter to you (price, platform, key features, data export) rather than on brand familiarity, which is exactly the comparison a structured directory is built for.