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SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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KK Xavier🛠️ 2 tools 🙏 4 karmaJul 21, 2026@Continua AIWe built Continua because every "chat with PDF" tool we tried failed the same way: retrieval grabs a few chunks, answers confidently, and misses the qualifier on page 1,847. In high-stakes documents that's not an inconvenience — it's a lost case, a bad acquisition, a rejected claim. So we went the opposite direction: no RAG at all. Continua reads 100% of every page (up to 1B tokens in one task), returns a report where every claim cites its exact page, and — the part we're proudest of — flags where your documents contradict each other. Every finding is inspectable and tagged: cited, conflicted, duplicated, or unused. Where it shines today: medical chronologies, acquisition diligence, RFP compliance, insurance claim rebuttals. Where it's still rough: reports take minutes (we read everything — that's the cost), no API yet, English-optimized. We're in public beta and genuinely want hard feedback — bring your nastiest document pile and tell us where it breaks. I'll answer every comment here. -

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Yeah AI has ongoing cost. You have to purchase that model. But if you have a good computer, you can also use local models
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Wow is all I can really think. I am literally at a loss for praiseworthy words. Context Minds has truly set the bar and blown me away. There is nothing that I can think of that would improve it. It is awesome and so user-friendly. It really is everything you could want in such an app. Good jobs guys!!!
- Spotlight
SureThing.io - "OpenClaw" for BeginnersTask automation
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Other tools
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I wasn't able to use this one (I have my API key)
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Combines knowledge graphs with AI, reveals main topics and gaps in a discourse.
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they support exporting to multi-sites now. got a lot of other improvements too, it's pretty great.
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This one was really nice. In that it could also generate a white paper to go with the diagram
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Great tool for getting some initial information about your data, especially in the beginning phase when your main goal is to explore your data
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Flowgpt was great... up until the point where all my history disappeared, I stopped being able to see content, and I was unable to do anything without their ever helpful "something went wrong" error message. I'm glad I didn't pay for their currency... it would have all be lost.

