Context.dev vs Semrush

Context.dev

Pros

• Every credit comes from one pool, so scraping, search, brand and extraction don't need four subscriptions to reason about
• The free tier is usable rather than decorative — 500 credits, 50 brand retrievals and no card
• Overage rates fall as the plan grows, from $15 to $7 per 10K credits
• Make, Zapier, Sheets and Excel integrations put it in reach of people who won't be writing a client

Cons

• Credit-metered across six different products, so forecasting a month's spend takes more arithmetic than a flat seat price
• The free plan simply stops at 500 credits rather than degrading, which is honest but abrupt mid-build
• SSO, custom limits and the 99.9% SLA are Enterprise-only

Semrush

Pros

• Breadth is the real selling point — one login covers SEO, content, PPC and social research
• Historical data goes back years, useful for trend analysis a fresh tool can't match
• Site Audit is thorough and prioritizes fixes rather than just listing errors

Cons

• The sheer number of tools is overwhelming for anyone who only needs keyword tracking
• Pricing climbs quickly once API access or larger project counts are needed
• The free tier is thin — most real work requires a paid plan

Context.dev is the better fit for:

• Feeding an agent clean page text without maintaining a scraping fleet
• Building a RAG index from a documentation site in one crawl
• Pulling logos and brand colours for a directory, CRM or partner page
• Enriching a lead list with industry codes from nothing but a domain
• Watching competitor pricing pages and reacting when they change
• Replacing a stack of single-purpose API subscriptions with one credit pool

Semrush is the better fit for:

• Tracking keyword rankings across dozens of projects in one place
• Running a technical SEO audit before a site migration
• Sizing up a competitor's organic and paid strategy before entering a market
• Managing local listings and reviews across many locations
• Seeing which ads a competitor runs before setting a paid budget
• Reporting client SEO progress from one tool instead of assembling three