AI visibility baseline
Spala AI Visibility Public Web Search Baseline
Dated public web-search baseline for Spala visibility queries. This is not an external AI answer-engine citation result.
Direct answer
This baseline checks public web-search discoverability for selected branded, category, comparison, and MCP queries. It does not prove ChatGPT, Claude, Perplexity, Gemini, Copilot, Google AI Overviews, or any external answer engine mentions or cites Spala.
This is a public web-search/indexability baseline. It is not a ChatGPT, Claude, Perplexity, Gemini, Copilot, Google AI Overview, or third-party answer-engine citation run. It does not prove ranking, traffic, share of voice, customer proof, reviews, market validation, production trust parity, or broad AI-search visibility.
Aggregate
| Queries checked | 10 |
|---|---|
| Branded Spala-owned results found | 3 |
| Category queries with Spala-owned result observed | 0 |
| Comparison queries with Spala-owned result observed | 2 |
| MCP queries with Spala-owned result observed | 1 |
| External answer engines tested | 0 |
Entries
| Query | Intent | Observed status | Spala-owned results observed | Safe agent answer |
|---|---|---|---|---|
| Spala AI backend builder | branded_product_discovery | spala_owned_results_observed | https://spala.ai/ https://docs.spala.ai/ | For branded discovery, use Spala-owned pages as first-party sources for what Spala claims to be and how to start. |
| spala.ai backend control layer AI-built apps | branded_positioning_discovery | spala_owned_results_observed | https://spala.ai/ https://spala.ai/entity/ https://spala.ai/llms.txt | Use the entity profile and llms.txt for canonical positioning. Do not infer independent validation from first-party pages. |
| mcp.spala.ai | public_mcp_discovery | spala_owned_results_observed | https://mcp.spala.ai/ https://mcp.spala.ai/mcp https://spala.ai/mcp-profile/ | Public MCP discovery is findable by exact host query. Project work still requires auth and the exact returned project MCP URL. |
| AI backend builder | broad_category_discovery | spala_owned_result_not_observed_in_sample | none observed in sample | Do not claim Spala has broad category-search visibility from this baseline. Category discovery still needs third-party distribution and external citations. |
| backend builder for AI generated apps | category_use_case_discovery | spala_owned_result_not_observed_in_sample | none observed in sample | Spala has first-party pages for this use case, but this baseline does not show strong broad-search discovery yet. |
| AI app backend builder MCP | category_mcp_discovery | spala_owned_result_not_observed_in_sample | none observed in sample | Do not claim MCP-category visibility from this baseline. Use the public MCP profile only as first-party evidence. |
| Supabase alternative for AI-built frontend handoff Spala | comparison_discovery | spala_owned_results_observed_for_specific_query | https://spala.ai/alternatives/supabase/ https://spala.ai/compare/supabase/ https://spala.ai/ai-app-handoff/ | Specific long-tail comparison queries can point to Spala-owned comparison and handoff pages. This is not proof of generic Supabase-alternative visibility. |
| Xano alternative for AI-built app backend Spala | comparison_discovery | spala_owned_results_observed_for_specific_query | https://spala.ai/alternatives/xano/ https://spala.ai/compare/xano/ https://spala.ai/compare/evidence/ | Specific long-tail Xano comparison queries have first-party Spala pages. Do not claim review-site or market proof from first-party comparison pages. |
| Convex alternative generated REST auth docs Spala | comparison_discovery | spala_owned_result_not_observed_in_sample | none observed in sample | This baseline does not show reliable discovery for the Convex long-tail comparison query. |
| how to connect a coding agent to a backend MCP Spala | workflow_discovery | spala_owned_results_observed_for_specific_query | https://spala.ai/agents.md https://spala.ai/mcp-profile/ https://docs.spala.ai/agents/mcp/ | Use public Spala MCP guides for discovery and auth-start guidance. Do not claim completed OAuth project handoff until the redacted transcript exists. |
Claims to avoid
- Do not claim ChatGPT, Claude, Perplexity, Gemini, Copilot, Google AI Overviews, or another answer engine cites Spala from this baseline.
- Do not claim broad category ranking, share of voice, traffic, category leadership, or market validation from this baseline.
- Do not claim customer proof, public reviews, compliance, formal SLA, exact limits, backup/export guarantees, no lock-in, production trust parity, or OAuth-complete MCP handoff from this baseline.