Product launches, technical guides, and case studies from the FreshGeo team.https://www.freshgeo.com/en-gbhttps://www.freshgeo.com/blog/determinism-cache-id-agents/https://www.freshgeo.com/blog/determinism-cache-id-agents/Stochastic tools make evals, retries and audit nearly impossible. How cache_id turns an agent run into something you can replay, test and defend.Fri, 24 Apr 2026 00:00:00 GMTdeterminismagent evalsLLM debuggingreplayabilitycache_idFreshGeo Teamhttps://www.freshgeo.com/blog/grounding-vs-scraping/https://www.freshgeo.com/blog/grounding-vs-scraping/The real token and accuracy cost of scraping-based agents, with the maths. When scraping is still right, and when typed grounding wins outright.Fri, 24 Apr 2026 00:00:00 GMTLLM groundingscrapingagentshallucinationtoken costFreshGeo Teamhttps://www.freshgeo.com/blog/mcp-server-for-data-grounding-layer/https://www.freshgeo.com/blog/mcp-server-for-data-grounding-layer/Why production agents in 2026 need a typed MCP grounding layer — not another search API. Seven design choices that separate toys from production tools.Fri, 24 Apr 2026 00:00:00 GMTMCPModel Context ProtocolAI agentsgroundingClaudeFreshGeo Teamhttps://www.freshgeo.com/blog/competitor-pricing-api-guide-2026/https://www.freshgeo.com/blog/competitor-pricing-api-guide-2026/How competitor pricing APIs work, what to look for in a vendor, and how to build a repricing engine on top of one without getting blocked or rate-limited.Wed, 22 Apr 2026 00:00:00 GMTpricingguidese-commerceFreshGeo Teamhttps://www.freshgeo.com/blog/welcome-to-freshgeo/https://www.freshgeo.com/blog/welcome-to-freshgeo/Why we built seven focused APIs instead of one sprawling platform, and how engineering teams are using them in production.Mon, 20 Apr 2026 00:00:00 GMTannouncementsproductFreshGeo Team