# TestedActually

> Every number on TestedActually carries its source and the date we last checked it. We benchmark what we can, verify the rest against vendor pages, and label anything still unconfirmed: the queue is public.

All pages have an answer-first markdown mirror (same URL with .md). Every factual claim carries the date it was last checked and its source; benchmarks publish methodology and sample size.

## Self-improving AI assistants

- [Best self-improving agentic assistants for personal productivity](https://testedactually.com/agentic-productivity/): Six agentic productivity tools compared on memory, auto-scheduling, custom agents, and AI-crawler access, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/agentic-productivity.md
- [Motion - pricing, features, and fit](https://testedactually.com/agentic-productivity/motion/): AI project manager that auto-schedules your tasks, meetings, and breaks. Pricing, features, and where it fits in our Self-improving AI assistants comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/agentic-productivity/motion.md
- [Reclaim - pricing, features, and fit](https://testedactually.com/agentic-productivity/reclaim/): AI scheduling assistant that defends habits, focus time, and meetings. Pricing, features, and where it fits in our Self-improving AI assistants comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/agentic-productivity/reclaim.md
- [Lindy - pricing, features, and fit](https://testedactually.com/agentic-productivity/lindy/): Toolbox for building personal AI agents that handle repetitive workflows. Pricing, features, and where it fits in our Self-improving AI assistants comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/agentic-productivity/lindy.md
- [Mem - pricing, features, and fit](https://testedactually.com/agentic-productivity/mem/): Self-organizing notes, write anything, Mem files and resurfaces it. Pricing, features, and where it fits in our Self-improving AI assistants comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/agentic-productivity/mem.md
- [Reflect - pricing, features, and fit](https://testedactually.com/agentic-productivity/reflect/): Backlinked note-taking with AI recall across everything you have written. Pricing, features, and where it fits in our Self-improving AI assistants comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/agentic-productivity/reflect.md
- [Fathom - pricing, features, and fit](https://testedactually.com/agentic-productivity/fathom/): Free AI meeting assistant, notes, summaries, and synced CRM entries. Pricing, features, and where it fits in our Self-improving AI assistants comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/agentic-productivity/fathom.md
- [Motion vs Reclaim, full-week autonomy or calendar defense](https://testedactually.com/agentic-productivity/motion-vs-reclaim/): Motion vs Reclaim compared on price, auto-scheduling depth, free tiers, and learning behaviour, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/agentic-productivity/motion-vs-reclaim.md

## Self-improving AI assistants - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/agentic-productivity/benchmarks/agentic-productivity-ai-crawler-access/): 6 of 6 tool sites reachable from our build machine on 2026-09-20. 0 of 6 restrict any checked AI crawler in robots.txt (policy undetermined for 2 - robots.txt served a non-robots page). 3 of 6 ship an /llms.txt (motion, lindy, mem). Median homepage TTFB: reflect fastest at 52ms, fathom slowest at 545ms. - markdown mirror: https://testedactually.com/agentic-productivity/benchmarks/agentic-productivity-ai-crawler-access.md

## AI agent builders

- [Best AI agent builders (Voiceflow, Botpress, Relevance AI, Zapier Agents)](https://testedactually.com/ai-agent-builders/): Four AI agent builder platforms compared on no-code building, knowledge grounding, multi-agent support, and pricing, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/ai-agent-builders.md
- [Voiceflow - pricing, features, and fit](https://testedactually.com/ai-agent-builders/voiceflow/): Platform for CX teams to design, ship, and manage customer-facing AI agents. Pricing, features, and where it fits in our AI agent builders comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-agent-builders/voiceflow.md
- [Botpress - pricing, features, and fit](https://testedactually.com/ai-agent-builders/botpress/): Agent platform for developers, with autonomous nodes and an on-prem path. Pricing, features, and where it fits in our AI agent builders comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-agent-builders/botpress.md
- [Relevance AI - pricing, features, and fit](https://testedactually.com/ai-agent-builders/relevance-ai/): Platform for business teams to build fleets of AI workers over company data. Pricing, features, and where it fits in our AI agent builders comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-agent-builders/relevance-ai.md
- [Zapier Agents - pricing, features, and fit](https://testedactually.com/ai-agent-builders/zapier-agents/): Zapier's AI agents, wired to 9,000+ app connections. Pricing, features, and where it fits in our AI agent builders comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-agent-builders/zapier-agents.md
- [Voiceflow vs Botpress - governed CX agents or developer depth](https://testedactually.com/ai-agent-builders/voiceflow-vs-botpress/): Voiceflow vs Botpress compared on no-code building, knowledge grounding, multi-agent support, and pricing, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/ai-agent-builders/voiceflow-vs-botpress.md

## AI agent builders - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/ai-agent-builders/benchmarks/ai-agent-builders-ai-crawler-access/): 4 of 4 tool sites reachable from our build machine on 2026-09-20. 0 of 4 restrict any checked AI crawler in robots.txt. 4 of 4 ship an /llms.txt (voiceflow, botpress, relevance-ai, zapier-agents). Median homepage TTFB: relevance-ai fastest at 43ms, zapier-agents slowest at 118ms. - markdown mirror: https://testedactually.com/ai-agent-builders/benchmarks/ai-agent-builders-ai-crawler-access.md

## AI meeting notes

- [Best AI meeting note-takers (Otter, Fireflies, Granola, tl;dv)](https://testedactually.com/ai-meeting-notes/): Four AI meeting note-takers compared on free caps, CRM sync, recording, and pricing, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/ai-meeting-notes.md
- [Fireflies - pricing, features, and fit](https://testedactually.com/ai-meeting-notes/fireflies/): Meeting assistant that transcribes, summarises, and syncs calls to your CRM. Pricing, features, and where it fits in our AI meeting notes comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-meeting-notes/fireflies.md
- [Otter - pricing, features, and fit](https://testedactually.com/ai-meeting-notes/otter/): Mature live transcription for Zoom, Meet, and Teams meetings. Pricing, features, and where it fits in our AI meeting notes comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-meeting-notes/otter.md
- [Granola - pricing, features, and fit](https://testedactually.com/ai-meeting-notes/granola/): Bot-free notepad that blends your typing with meeting audio into notes. Pricing, features, and where it fits in our AI meeting notes comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-meeting-notes/granola.md
- [tl;dv - pricing, features, and fit](https://testedactually.com/ai-meeting-notes/tldv/): Meeting recorder built for clipping, highlights, and customer research. Pricing, features, and where it fits in our AI meeting notes comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-meeting-notes/tldv.md
- [Otter vs Fireflies - personal transcription or team meeting intelligence](https://testedactually.com/ai-meeting-notes/otter-vs-fireflies/): Otter vs Fireflies compared on free caps, CRM sync, recording, and pricing, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/ai-meeting-notes/otter-vs-fireflies.md

## AI meeting notes - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/ai-meeting-notes/benchmarks/ai-meeting-notes-ai-crawler-access/): 4 of 4 tool sites reachable from our build machine on 2026-09-20. 0 of 4 restrict any checked AI crawler in robots.txt. 4 of 4 ship an /llms.txt (fireflies, otter, granola, tldv). Median homepage TTFB: fireflies fastest at 36ms, granola slowest at 414ms. - markdown mirror: https://testedactually.com/ai-meeting-notes/benchmarks/ai-meeting-notes-ai-crawler-access.md

## AI voice agents

- [Best AI voice agent platforms (Retell, Vapi, Synthflow, Bland)](https://testedactually.com/ai-voice-agents/): Four AI voice agent platforms compared on inbound calls, outbound campaigns, no-code building, and pricing, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/ai-voice-agents.md
- [Retell - pricing, features, and fit](https://testedactually.com/ai-voice-agents/retell/): Voice AI platform with a visual builder for inbound and outbound phone agents. Pricing, features, and where it fits in our AI voice agents comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-voice-agents/retell.md
- [Vapi - pricing, features, and fit](https://testedactually.com/ai-voice-agents/vapi/): Developer-first voice AI API with control over models, telephony, and latency. Pricing, features, and where it fits in our AI voice agents comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-voice-agents/vapi.md
- [Synthflow - pricing, features, and fit](https://testedactually.com/ai-voice-agents/synthflow/): No-code AI voice agents aimed at agencies, with EU hosting options. Pricing, features, and where it fits in our AI voice agents comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-voice-agents/synthflow.md
- [Bland - pricing, features, and fit](https://testedactually.com/ai-voice-agents/bland/): API-first platform for high-volume AI phone calls. Pricing, features, and where it fits in our AI voice agents comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/ai-voice-agents/bland.md
- [Vapi vs Retell - raw control or a builder that ships](https://testedactually.com/ai-voice-agents/vapi-vs-retell/): Vapi vs Retell compared on inbound and outbound voice, builders, pricing, and platform philosophy, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/ai-voice-agents/vapi-vs-retell.md

## AI voice agents - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/ai-voice-agents/benchmarks/ai-voice-agents-ai-crawler-access/): 3 of 4 tool sites reachable from our build machine on 2026-09-20. 0 of 4 restrict any checked AI crawler in robots.txt (policy undetermined for 1 - robots.txt served a non-robots page). 2 of 4 ship an /llms.txt (retell, vapi). Median homepage TTFB: vapi fastest at 57ms, retell slowest at 354ms. - markdown mirror: https://testedactually.com/ai-voice-agents/benchmarks/ai-voice-agents-ai-crawler-access.md

## Free SPA hosting

- [Best free web hosting for SPAs (tested)](https://testedactually.com/free-spa-hosting/): Six free-tier hosts for single-page apps compared on bandwidth, serverless functions, deploy workflow, and AI-crawler access, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/free-spa-hosting.md
- [Cloudflare Pages - pricing, features, and fit](https://testedactually.com/free-spa-hosting/cloudflare-pages/): Static SPA hosting on Cloudflare's edge with unlimited free bandwidth and Workers-powered functions. Pricing, features, and where it fits in our Free SPA hosting comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/free-spa-hosting/cloudflare-pages.md
- [Netlify - pricing, features, and fit](https://testedactually.com/free-spa-hosting/netlify/): Git-based hosting for frontends with forms, split testing, and identity built in. Pricing, features, and where it fits in our Free SPA hosting comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/free-spa-hosting/netlify.md
- [Vercel - pricing, features, and fit](https://testedactually.com/free-spa-hosting/vercel/): Framework-native hosting with first-class Next.js deploys and preview URLs. Pricing, features, and where it fits in our Free SPA hosting comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/free-spa-hosting/vercel.md
- [GitHub Pages - pricing, features, and fit](https://testedactually.com/free-spa-hosting/github-pages/): Free static hosting straight from a GitHub repository, with Actions for builds. Pricing, features, and where it fits in our Free SPA hosting comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/free-spa-hosting/github-pages.md
- [Render - pricing, features, and fit](https://testedactually.com/free-spa-hosting/render/): Static sites plus free-tier web services, frontend and backend in one workspace. Pricing, features, and where it fits in our Free SPA hosting comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/free-spa-hosting/render.md
- [Firebase Hosting - pricing, features, and fit](https://testedactually.com/free-spa-hosting/firebase-hosting/): Google's static host with CDN, wired into Auth, Firestore, and Cloud Functions. Pricing, features, and where it fits in our Free SPA hosting comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/free-spa-hosting/firebase-hosting.md
- [Netlify vs Vercel, workflow breadth or framework depth](https://testedactually.com/free-spa-hosting/netlify-vs-vercel/): Netlify vs Vercel compared on free-tier limits, commercial-use licenses, functions, and pricing, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/free-spa-hosting/netlify-vs-vercel.md

## Free SPA hosting - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/free-spa-hosting/benchmarks/free-spa-hosting-ai-crawler-access/): 6 of 6 tool sites reachable from our build machine on 2026-09-20. 0 of 6 restrict any checked AI crawler in robots.txt (policy undetermined for 1 - robots.txt served a non-robots page). 4 of 6 ship an /llms.txt (cloudflare-pages, netlify, vercel, render). Median homepage TTFB: github-pages fastest at 21ms, firebase-hosting slowest at 571ms. - markdown mirror: https://testedactually.com/free-spa-hosting/benchmarks/free-spa-hosting-ai-crawler-access.md

## Gmail automation

- [Best Gmail automation tools (tested)](https://testedactually.com/gmail-automation/): Seven Gmail automation tools compared on pricing, sending limits, and AI-crawler access, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/gmail-automation.md
- [Mailmeteor review, the default for Gmail mail merge](https://testedactually.com/gmail-automation/mailmeteor/): What Mailmeteor does well (Sheets-driven merge, real free tier, no trial clock), what its new Autopilot automation adds, what it still does not do, and pricing with sources and verified dates. - markdown mirror: https://testedactually.com/gmail-automation/mailmeteor.md
- [GMass - pricing, features, and fit](https://testedactually.com/gmail-automation/gmass/): Cold outreach platform that lives inside Gmail as a Chrome extension. Pricing, features, and where it fits in our Gmail automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/gmail-automation/gmass.md
- [YAMM - pricing, features, and fit](https://testedactually.com/gmail-automation/yamm/): Yet Another Mail Merge, Sheets-first mail merge built for Google Workspace. Pricing, features, and where it fits in our Gmail automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/gmail-automation/yamm.md
- [Streak - pricing, features, and fit](https://testedactually.com/gmail-automation/streak/): CRM that lives inside Gmail, with pipelines on top of your threads. Pricing, features, and where it fits in our Gmail automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/gmail-automation/streak.md
- [Yesware - pricing, features, and fit](https://testedactually.com/gmail-automation/yesware/): Sales toolkit for Gmail, templates, tracking, sequences, and reporting. Pricing, features, and where it fits in our Gmail automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/gmail-automation/yesware.md
- [Mailtrack - pricing, features, and fit](https://testedactually.com/gmail-automation/mailtrack/): Open tracking for Gmail, free tier included, unlimited tracking on paid. Pricing, features, and where it fits in our Gmail automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/gmail-automation/mailtrack.md
- [Mixmax - pricing, features, and fit](https://testedactually.com/gmail-automation/mixmax/): Revenue-team sequences for Gmail with Salesforce sync built in. Pricing, features, and where it fits in our Gmail automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/gmail-automation/mixmax.md
- [Mailmeteor vs GMass, pick by workload, not feature grid](https://testedactually.com/gmail-automation/mailmeteor-vs-gmass/): Mailmeteor vs GMass compared on price, sending limits, sequences, Autopilot, and outreach depth, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/gmail-automation/mailmeteor-vs-gmass.md

## Gmail automation - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/gmail-automation/benchmarks/gmail-automation-ai-crawler-access/): 7 of 7 tool sites reachable from our build machine on 2026-09-20. 0 of 7 restrict any checked AI crawler in robots.txt. 3 of 7 ship an /llms.txt (streak, yesware, mixmax). Median homepage TTFB: yamm fastest at 39ms, mailtrack slowest at 1206ms. - markdown mirror: https://testedactually.com/gmail-automation/benchmarks/gmail-automation-ai-crawler-access.md

## Local LLM stacks

- [Best local LLM tools (Ollama, LM Studio, Open WebUI, Jan)](https://testedactually.com/local-llm/): Four ways to run large language models on your own machine, compared on interface, API, and model management, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/local-llm.md
- [Ollama - pricing, features, and fit](https://testedactually.com/local-llm/ollama/): Run open models locally with one command and an OpenAI-compatible API. Pricing, features, and where it fits in our Local LLM stacks comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/local-llm/ollama.md
- [LM Studio - pricing, features, and fit](https://testedactually.com/local-llm/lm-studio/): Desktop app for running local models, with Hugging Face search and an API server. Pricing, features, and where it fits in our Local LLM stacks comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/local-llm/lm-studio.md
- [Open WebUI - pricing, features, and fit](https://testedactually.com/local-llm/open-webui/): Self-hosted, ChatGPT-style web interface for Ollama and other backends. Pricing, features, and where it fits in our Local LLM stacks comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/local-llm/open-webui.md
- [Jan - pricing, features, and fit](https://testedactually.com/local-llm/jan/): Open-source desktop app for local AI, simple by design. Pricing, features, and where it fits in our Local LLM stacks comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/local-llm/jan.md
- [Ollama vs LM Studio - a runtime or a workbench](https://testedactually.com/local-llm/ollama-vs-lm-studio/): Ollama vs LM Studio compared on interface, API serving, model management, and licensing, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/local-llm/ollama-vs-lm-studio.md

## Local LLM stacks - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/local-llm/benchmarks/local-llm-ai-crawler-access/): 4 of 4 tool sites reachable from our build machine on 2026-09-20. 0 of 4 restrict any checked AI crawler in robots.txt (policy undetermined for 1 - robots.txt served a non-robots page). 3 of 4 ship an /llms.txt (ollama, lm-studio, open-webui). Median homepage TTFB: jan fastest at 124ms, lm-studio slowest at 301ms. - markdown mirror: https://testedactually.com/local-llm/benchmarks/local-llm-ai-crawler-access.md

## Workflow automation

- [Best workflow automation tools with AI (n8n, Zapier, Make compared)](https://testedactually.com/workflow-automation/): Four automation platforms compared on AI features, self-hosting, integrations, and pricing, with our own benchmark data and a source on every claim. - markdown mirror: https://testedactually.com/workflow-automation.md
- [n8n - pricing, features, and fit](https://testedactually.com/workflow-automation/n8n/): Fair-code workflow automation with AI agent nodes and free self-hosting. Pricing, features, and where it fits in our Workflow automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/workflow-automation/n8n.md
- [Zapier - pricing, features, and fit](https://testedactually.com/workflow-automation/zapier/): The biggest automation library, now with AI agents on top. Pricing, features, and where it fits in our Workflow automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/workflow-automation/zapier.md
- [Make - pricing, features, and fit](https://testedactually.com/workflow-automation/make/): Visual scenario builder with granular control and low entry pricing. Pricing, features, and where it fits in our Workflow automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/workflow-automation/make.md
- [Activepieces - pricing, features, and fit](https://testedactually.com/workflow-automation/activepieces/): Open-source no-code automation with AI agents and a community edition. Pricing, features, and where it fits in our Workflow automation comparison - every claim carries a verified date and a source. - markdown mirror: https://testedactually.com/workflow-automation/activepieces.md
- [n8n vs Zapier - control or convenience](https://testedactually.com/workflow-automation/n8n-vs-zapier/): n8n vs Zapier compared on pricing model, AI features, self-hosting, and app coverage, with sources and verified dates on every claim. - markdown mirror: https://testedactually.com/workflow-automation/n8n-vs-zapier.md

## Workflow automation - original data

- [AI crawler access test: can answer engines read these vendors?](https://testedactually.com/workflow-automation/benchmarks/workflow-automation-ai-crawler-access/): 4 of 4 tool sites reachable from our build machine on 2026-09-20. 0 of 4 restrict any checked AI crawler in robots.txt. 4 of 4 ship an /llms.txt (n8n, zapier, make, activepieces). Median homepage TTFB: n8n fastest at 45ms, make slowest at 785ms. - markdown mirror: https://testedactually.com/workflow-automation/benchmarks/workflow-automation-ai-crawler-access.md