Supported IDEs
Kill the Hallucination Tax. Build in a Glass Box.
The Ultimate Stress Test
In our most complex task using Opus 4.8, Claude Code's "blind vibe coding" completely breaks down, while Priset scales effortlessly. Details about the benchmark setup can be found here.
⏱️ Claude Code: 4 min 52 sec
⏱️ Priset: 40 seconds (7.3x faster!)
💸 Claude Code Cost: $0.30
💸 Priset Cost: $0.12 (60% cheaper!)
This video shows the "Hallucination Tax" in real-time. Claude Code took nearly 5 minutes to stumble through the context. Priset did it in 40 seconds. By decoupling the AI engine and mapping your architecture first, Priset ensures that even the most complex enterprise tasks are executed with zero token waste.
| Feature | Priset: The Architect (Glass Box) | GitHub Copilot: The Autocomplete | Cursor / Windsurf: The Editor | Devin / Agents: The Black Box | JetBrains AI: The Autocomplete |
|---|---|---|---|---|---|
| AI Engine Flexibility | Swappable BYOK (Claude, ChatGPT, Gemini) | Locked to OpenAI / Microsoft | Subscription Tier Dependent | Black Box Proprietary | Locked to JetBrains Proxy |
| API Cost Efficiency | Native Caching (No Hallucination Tax) | High Context Burn | Medium Context Burn | Extreme Context Burn | High Context Burn |
| Core Philosophy | Transparent Harness (Implementation Blueprints) | Autocomplete / Tactical | Editor-First / Assistant | Autonomous Engineer (Slot Machine) | Autocomplete / Tactical |
| Data Privacy | Enterprise IP Vault (Zero Retention via Gemini) | Varies (Business vs Individual) | Varies ("Privacy Mode" Toggles) | High Risk (Cloud Execution) | Cloud Proxy |
| Repo-Wide Context | Glass Box Orchestration (No LLM Noise) | Limited (Focus on open tabs) | High (Via Composer) | High (Agent exploration) | Medium (RAG based) |
| Platform Flexibility | IDE Agnostic (Visual Studio, VS Code & IntelliJ) | Extension | Requires New Editor (Forked VS Code) | Web Interface / Sandbox | IntelliJ Only |
| Real-Time Control | 100% Control (Director Mode) | High (Autocomplete) | High (Chat) | Low (Fire and Forget Black Box) | High (Chat) |
The Harness Matters More Than the Model.
Decouple the engine from the chassis. Plug in Anthropic Claude for raw logic, OpenAI ChatGPT for versatility, or Google Gemini for zero-retention enterprise security. You own the keys; you command the codebase without token markups or vendor lock-in.
Standard web AI interfaces are an IP liability. By routing your proprietary business logic through Google Gemini via Priset's secure harness, you leverage strict API data governance, guaranteeing zero-retention and ensuring your code is never used for model training.
Stop pulling the slot machine lever. Instead of blind "vibe coding", Priset exposes transparent Implementation Blueprints before a single line is written. You review the architectural plan, and the AI executes the labor. The human developer remains the Architect.
Don't pay LLMs to handle chaos. Priset maps your project's constraints and perfectly routes whole-codebase context, so your AI engine never drowns in noise. The result is precise, reliable, and deterministic execution.
Deploy specialized agents to hunt bugs, generate deterministic test suites, or crawl websites to migrate. Priset functions as your Power Armor, offloading the tactical friction so you can focus entirely on high-level innovation.
Safely refactor your most complex legacy systems. Priset tackles older codebases through methodical, AI-guided precision, ensuring production-grade reliability by executing safe, incremental steps rather than hallucinated leaps.

