AI Automation

Your WhatsApp. Your AI keys. Zero markups.

Drop OpenAI, OpenRouter, or AnythingLLM nodes into any flow. Add web scraping and browser-agent capabilities. Pay your LLM provider directly — we don't take a cut.

BYOLLM architecture

Your API keys. Your provider contract. Your model choice. We never proxy, meter, or markup.

Three LLM nodes

OpenAI, OpenRouter, AnythingLLM — covering cloud, multi-provider routing, and self-hosted.

Web scraping built in

Jina Reader or CSS selector modes. Feed fresh web content into your conversations without a backend.

Browser agent

Playwright + LLM combined. Automate multi-step tasks: check order status, submit forms, extract data.

Why BYOLLM matters

AI markups add up fast. Platforms that bundle AI charge 2–3× what you'd pay OpenAI directly, because they need margin on top of their infrastructure. BYOLLM eliminates that tax — you get our orchestration layer at a flat platform fee, and pay OpenAI (or anyone) at wholesale rates.

  • No per-token markup from WapiSnap
  • Switch models without changing flows
  • Use private deployments when compliance demands it
OpenAIClaudeGroqAnythingLLMWapiSnapAI reply11:02 ✓✓GUARDRAILSMax 50 stepsHuman takeover pausesCooldown windows

AI with guardrails

AI makes chatbots useful; guardrails keep them sane. Our flow engine wraps every LLM call with hard limits — deterministic step counts, repeat-visit caps, cooldowns, and automatic halt on human takeover.

Max steps per run50
Same-node repeat cap3
Cooldown between sendsEnforced
Human handoffAuto-halts AI

Frequently asked questions

What does BYOLLM mean?+

Bring Your Own LLM. Plug in your own API key for OpenAI, OpenRouter, or any OpenAI-compatible endpoint (including self-hosted AnythingLLM). We don't proxy, meter, or mark up AI calls — you pay your provider directly.

Which providers are supported out of the box?+

OpenAI (gpt-4, gpt-4o, etc.), OpenRouter (for Claude, Gemini, Llama, Mistral and hundreds more), and AnythingLLM (for local / private deployments).

Can the AI actually browse the web?+

Yes. The Web Scrape node extracts content from any URL using Jina Reader or custom CSS selectors. The Browser Agent node combines Playwright with your LLM to complete interactive tasks — form fills, multi-step navigation, extractions.

What prevents the AI from running wild?+

Every flow run caps at 50 steps and limits repeat visits to the same node. AI nodes are just one step each — a runaway prompt loop can't spam your customer.

Do you store my AI prompts?+

Every flow run logs inputs and outputs for debugging (stored in your workspace only). Credentials are encrypted at rest with AES-256-GCM. If you need stricter retention policies, use a self-hosted LLM via AnythingLLM.

Your WhatsApp. Your AI. Your rules.

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