Start by running the same 10–15 queries through each tool that represent your actual business questions—competitor analysis, keyword gaps, content briefs. The tool that surfaces actionable insights fastest without hallucinating data wins. Most AI SEO tools in 2024 fall into three buckets: content generation assistants, rank tracking with AI summaries, and answer-engine optimization platforms. Know which problem you're solving before comparing features. Accuracy matters more than speed. Feed each tool a query where you already know the ground truth—say, your own site's ranking for a term or a competitor's backlink profile you've manually audited. If the AI invents metrics or misrepresents SERPs, flag it. Tools like SearchGPT monitors and AIO trackers are still maturing; some report visibility scores that don't correlate with actual traffic. Cross-check their data against Google Search Console and server logs for at least two weeks. Cost structure separates hobbyist tools from agency-grade platforms. A tool charging $49/month with 50 query credits might cost you $0.98 per insight, while a $299/month unlimited plan drops that to pennies if you run hundreds of analyses. Calculate cost per actionable output, not per feature. At Ottawa SEO, we evaluate whether a tool saves more than its monthly fee in billable hours—if it takes our strategists three hours to manually compile what the AI delivers in six minutes, the math is obvious. Integration is the deal-breaker most people ignore until month two. Does it export to Google Sheets, push data to Looker Studio, or require manual copy-paste? Can it ingest your GSC API data or does it rely solely on third-party indexes? Tools that play well with your existing reporting workflow stick around; isolated platforms get abandoned regardless of how smart the AI is. Finally, test the support and update cadence. AI search changes weekly—Google's SGE, Perplexity's citations, ChatGPT's web browsing. A tool that hasn't shipped a meaningful update in 90 days is already behind. Check their changelog and see if they're adapting to algorithm shifts or just riding the hype.