botanu

The complete cost engine for AI builders

3 followers

The complete cost engine for AI builders

3 followers

LLM tools show cost per API call. But if you're pricing per resolution or per conversation, you need cost per outcome, across your full stack. botanu maps models, agents, RAG, vector DBs, and infra to business outcomes: cost per resolution by feature, margin bands, vendor-to-feature breakdown, multi-agent costs, and customer-level economics. See live demo: venturedemo.botanu.ai

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Launch tags:Analytics•Developer Tools•Artificial Intelligence

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Tines — The intelligent workflow platform

The intelligent workflow platform

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Maker

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Hey PH, we're Deborah & Alina, co-founders of botanu. Before we were at McKinsey, Verizon and in AI startups and spent years helping companies figure out where their money was going. Now we're doing the same thing for AI. Here's the problem: the whole industry is moving to outcome-based pricing: Intercom charges per resolution, Zendesk charges per resolution, everyone's going there. But when you ask these teams what a resolution actually costs them? They don't know. They check their OpenAI dashboard, maybe Helicone or Langfuse for per-call metrics, and try to piece it together across 5 different bills. That's not cost per outcome. That's cost per API call. Very different thing. botanu connects your full cost stack; models, multi-agent pipelines, RAG, vector DBs, cloud infra; and maps it to business outcomes. So instead of "we spent $7K on OpenAI this month" you get "our Voice Agent costs $1.98 per resolution with a high margin, our Chatbot costs $0.58 per resolution, and our Escalation flow is experimental at $0.83." You see which customers are driving cost, which vendors map to which features, where your RAG pipeline is leaking money, and whether your cost is trending up faster than your adoption. Nobody else shows cost per outcome, margin bands by feature, or vendor-to-feature mapping. Existing tools stop at the API layer. We go from infrastructure all the way up to the business. We're looking for design partners who are shipping AI features and need this visibility. Check out the live demo at venturedemo.botanu.ai and DM me if this is a problem you're feeling.

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13d ago

Maker

Check out the botanu-sdk: https://github.com/botanu-ai/botanu-sdk-python

Installation: pip install botanu

How the SDK works -
• An event represents business intent
• Each attempt is a run, with its own run_id
• All runs are linked via a shared event_id
• A single outcome (success / failure / partial) is emitted per event
• Cost per outcome = cost of all runs and attempts, including failures
• Context propagates across services via standard W3C Baggage

We're building toward outcome-based pricing for AI systems and a clearer understanding of true cost per outcome.

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21h ago

Tines — The intelligent workflow platform

The intelligent workflow platform

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Maker

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13d ago

Maker

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21h ago