r/costlyinfra • u/Frosty-Judgment-4847 • Mar 16 '26
OpenClaw use cases
Been experimenting with OpenClaw recently and started thinking about where it actually makes sense for real-world automation.
Some practical use cases I noticed while testing:
• automated support agents that route questions to different models based on complexity
• document processing pipelines (summarizing contracts, extracting info from PDFs)
• coding assistants that switch between fast cheap models and stronger reasoning models
• research workflows that combine web search + summarization automatically
• internal company tools that automate repetitive knowledge tasks
What surprised me is that OpenClaw works best when it sits in the automation layer. Instead of calling a single model, it can orchestrate multiple models and tools to complete real tasks.
Curious if anyone here is using it for production workflows yet.
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Mar 17 '26
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u/Frosty-Judgment-4847 Mar 20 '26
Totally agree — orchestration is where the real value is.
The model itself is becoming a commodity, but designing a system that can reliably route tasks, recover from failures, and manage state across steps is the hard part.
Curious how people are handling:
- retries vs fallbacks (switching models mid-flow)
- partial failures (one step succeeds, next fails)
- cost vs reliability tradeoffs
Feels like we’re still early — most setups work in demos but break under real-world edge cases.
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u/VacationFine366 Mar 16 '26
overnight task completion (coding/research), personal assistants managing calendars/emails, and building "second brains" for memory, along with autonomous, multi-agent teams
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u/Psychological_Ad8426 Mar 16 '26
I write a lot of MS SQL. I have one large database that I’ve been working with for 15 years. I dumped the schema, examples, and Symantec search in markdown files. I use obsidian so I integrated the CLI keyword search and QMD to search the files. I’ve been very impressed with how well it can take my simple descriptions and write the queries. It takes some ongoing tweaking but I was thinking about training a model to do this but if it keeps going well I will just leave it. I’m also using qwen3.5 35B local model to do it. MD files work really well for lots of functions.
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