Start by defining what you actually need from AI search optimization. If you're primarily concerned with tracking how often your brand appears in Google's AI Overviews or ChatGPT citations, you need visibility tools like BrightEdge Autopilot or Conductor's Searchlight, which monitor generative engine results. If you want content optimization to rank better in traditional and AI-driven search simultaneously, look at MarketMuse or Clearscope with AI enhancement features. Integration matters more than most agencies admit. The platform needs to pull data from Google Search Console, your analytics stack, and ideally your content management system. At Ottawa SEO, we've seen teams waste weeks manually exporting data because their AI platform didn't talk to their existing tools. Check whether the platform offers API access and native integrations before committing. Pricing structures vary wildly. Some platforms charge per user seat, others by tracked keywords or content briefs generated. BrightEdge typically runs $3,000–$10,000 USD monthly for enterprise plans, while tools like Surfer SEO with AI features start around $89–$219 monthly for smaller operations. Match the pricing model to your actual usage pattern, not theoretical maximums. Evaluate the training curve honestly. Platforms like Jasper or Copy.ai focus on content generation and require minimal onboarding, but they won't give you competitive intelligence or ranking forecasts. Enterprise platforms like seoClarity with AI integrations offer deeper insights but expect a 30–60 day learning period for your team. Watch for transparency in how the AI makes recommendations. Platforms that show you why they suggest a keyword or content angle let you override bad suggestions. Black-box tools that just output scores without explanation create dependency without understanding. We prioritize platforms where our strategists can see the logic, validate it against manual research, and adjust the model's assumptions when our industry knowledge contradicts the algorithm.