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Friction discovery
We map the 'manual + repetitive + costly' moments in operations — that's where AI earns its keep.
Services
— 03Not off-the-shelf SaaS — live AI products built for your brand, on your data. WhatsApp agents, voice agents, dashboards, sales AI, n8n/Make automation, and vertical AI products.
The problem
Opening ChatGPT in a browser isn't an AI solution. Real AI is wired into your CRM, trained on your domain data, runs 24/7, has error handling, gets measured, gets improved.
How we work
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We map the 'manual + repetitive + costly' moments in operations — that's where AI earns its keep.
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A working prototype in 2–4 weeks. Tested with real data and real users, not slide decks.
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CRM, WhatsApp, phone, your site, billing — the connective tissue between every system.
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AI stays alive: prompts, models, training data are refined; performance is tracked.
Typical results
24/7
Operational capacity
60%+
Response time drop
2–6 weeks
Live prototype
10×
Throughput on same team
Is this service for you?
Sector playbooks we run