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Ali Johnsonleft a comment
This is a fascinating benchmark. It mirrors exactly what we're seeing on the physical side of AI implementation. I'm launching fixRAgent today, and the biggest hurdle with 'unguided' AI in home repair is the lack of structural signal. If you just ask a generic model for a part number, it defaults to 'low-risk' (and often wrong) answers because it can't reason about the physical geometry. Just...
We benchmarked Claude Code refactoring, with and without code health guidance
Romanela PolutakJoin the discussion
Ali Johnsonleft a comment
This really hits home. For me, the motivation was less about escaping a 9-to-5 and more about solving the "dependency" problem. My husband and I work in manufacturing and manage several rental properties. We got so tired of that sinking feeling when something breaks and you realize you're either going to lose half your Saturday Googling part numbers or pay a $150 "diagnostic fee" just to have a...
What was your initial motivation for starting a business?
Ali Johnsonleft a comment
We are actually dealing with our own AI-to-human handoff logic today with our launch (flagging physical hazards and routing to human professionals), so your 'hybrid intelligence' feature immediately caught my eye. How does Typewise determine the exact threshold for when an agent needs to hand a ticket over to a human rep? Is it based on sentiment analysis or strict policy rules? Love the clean UI!
Typewise AI Customer ServiceAutomate customer support across systems with AI agents
Ali Johnsonleft a comment
Hey Hunters! 👋 I’m Ali, the maker of fixRAgent. As an industrial manufacturer and real estate investor, I learned that the biggest hidden tax of property ownership isn't just the repair bills—it's the mental load. Where is the manual? What’s the exact SKU for this mower blade? How do I safely prime this specific pump? Generic AI hallucinates part numbers and gives dangerous mechanical advice. I...
fixRAgentScan the Problem. Own the Fix.
fixRAgent is a visual intelligence engine for physical assets. Stop guessing at the hardware store or losing manuals. Snap a photo of any appliance, mower, or mechanical failure. Our custom computer vision instantly identifies the exact model to pull verified OEM manuals, map visual components to exact replacement SKUs, and generate dynamic, step-by-step repair and operating SOPs. It’s a digital twin and master-manual for your home, garage, or rentals. Scan the problem. Own the fix.
fixRAgentScan the Problem. Own the Fix.