SPRAPP Panel
A panel of frontier models. One converged answer. Run any question across multiple AI models. Compare, debate, route, and converge with disagreements kept visible. BYOK on every plan.
A panel of frontier models reasons through your question side by side, then converges on a single, defensible answer.
The Panel for decisions, smoltext for bytes, TinyLM for devices, Sprappy Filter for safety. Each with its own plans and billing.
A panel of frontier models. One converged answer. Run any question across multiple AI models. Compare, debate, route, and converge with disagreements kept visible. BYOK on every plan.
Short-string compression as an API. Lossless compression for payloads under 1 KB, where gzip headers cost more than they save. WASM engine at the Cloudflare edge, sub-millisecond calls.
Tiny language models that run 100% offline. Instruct models small enough to run in any phone browser on our own Rust-to-WASM engine. No GPU, no cloud, no data leaving the device — and fine-tunable for your industry in minutes.
Pre-LLM threat scoring in under a millisecond. Score every prompt across 25 threat categories — prompt injection, PII, malware, phishing, and more — before it reaches your model. 97.1% detection, sub-millisecond. Hosted API or run it locally in-browser/native with no key.
Frontier models disagree more than they advertise. Single-source answers rarely admit it.
A polished sentence is not a true sentence. Without a second reader, fabricated detail slips through.
Each model favours its training distribution. What one weighs heavily, another barely sees.
Subscriptions tie you to one provider's roadmap. Costs rise; quality plateaus; you have no comparison.
Ask once. The panel runs your question across the model strategy you pick — open debate, structured peer review, weighted voting, or expert routing — and returns a converged answer with the dissenting points kept visible.
Seven coordination patterns, every major model family, no telemetry between you and the providers.
Council, Compare, Debate, Mixture of Agents, Router, Consensus, Arena. Compose them or run any one in isolation.
Anthropic, OpenAI, xAI, Google, plus 300+ via OpenRouter and any local model through Ollama.
Conversations live in your browser. No middleware, no shadow database, nothing for us to leak.
Provider keys never leave the browser. Pricing comes straight from the provider, no markup.
Free models from OpenRouter and Gemini are wired in. No card, no waiting list.
From prompt to converged answer in one round trip.
Choose how the panel coordinates: deliberate, vote, route, or simply compare.
The selected models reason in parallel, review each other, and stage their findings.
A single converged response, with disagreements surfaced rather than hidden.
Pick one. Or chain them — most teams settle on two or three favourites.
Each model answers, peer reviews the others, and a chair drafts the final response.
Identical prompt, parallel responses, side by side. You read, you decide.
Models argue across rounds. A moderator records the resolution and the open points.
Independent drafts feed a refiner. The refiner stitches the strongest passages into one.
A small model classifies the request and dispatches it to the model best suited to the work.
Models grade each other. The highest scoring response wins, no chair required.
Blind comparison. You judge.
Output is a research tool, not professional advice. Verify anything that matters with a qualified human.
Free to begin. Lite when you outgrow it.
* Accuracy depends on provider
Get startedFree to start. No card. No queue.