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Tools💻 Code & DevelopmentRightNow AI
RightNow AI

RightNow AI

Freemium

AI-powered code editor for NVIDIA GPU kernel development with profiling, emulation, and optimization.

By Tanmay Verma, Founder · Last verified 03 Jul 2026

0 views
Added 6d ago
77/100Safe Bet
Visit Website

In short

RightNow AI — AI-powered code editor for NVIDIA GPU kernel development with profiling, emulation, and optimization. Best for CUDA kernel developers seeking a specialized IDE with built-in profiling and emulation, Machine learning engineers optimizing GPU inference kernels, GPU researchers working on kernel optimization and architectural exploration. Free to start; paid plans from $20/mo.

Compared withvs Voyage Aivs Spider Cloudvs Temporal Ai

Is RightNow AI actually worth it?

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See what real users actually say. We scan live discussions, reviews and complaints across the web and hand you an honest verdict — in under a minute.

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Editorial Verdict

Best for
CUDA kernel developers seeking a specialized IDE with built-in profiling and emulationMachine learning engineers optimizing GPU inference kernelsGPU researchers working on kernel optimization and architectural explorationTeams deploying large language models with custom CUDA/Triton kernelsHPC developers needing profiling and emulation tools without dedicated GPU hardware
Not ideal for
General-purpose software developers (focused only on GPU programming)Beginners without CUDA or GPU programming experienceTeams needing integrated cloud GPU training pipelines (separate product RunInfra)Developers who prefer open-source, free tools like NVIDIA Nsight or built-in VS Code extensionsEnterprises requiring a fully managed cloud inference platform (no training or deployment)

RightNow AI fills a critical gap for GPU developers by combining a code editor, profiler, emulator, and AI optimization in one tool. The free tier is limited, but Pro at $20/mo is excellent value. Forge is a standout for enterprises needing custom kernel optimization.

Compare with: RightNow AI vs Bito, RightNow AI vs LangSmith, RightNow AI vs Chrome DevTools MCP

Last verified: July 2026

What's new in RightNow AI

Checked 6 days ago

Across the latest 4 updates: 3 feature updates and 1 news mention.

FeatureChangelog·Feb 4Newest

RightNow AI v1.0.0: Agents, Skills, and Multi-Language GPU Kernel Support

Custom agents with skills/MCP, support for CUDA, Triton, Mojo, Numba kernels, SSH/remote GPU improvements.

NewsBlog·Jan 20

LLMs Can Now Write GPU Kernels That Beat torch.compile

Multi-agent systems generate CUDA/Triton kernels with 2x-14x speedups over torch.compile on real models.

FeatureChangelog·Jan 5

Forge CLI 0.1.0: Swarm Agent for CUDA/Triton Kernel Generation

32-agent swarm generates production kernels up to 5x faster than torch.compile, 97.6% correctness.

FeatureChangelog·Jan 1

RightNow AI 0.2.0: PyTorch Kernel Support

Profile, benchmark, and emulate PyTorch kernels in-editor with NCU integration and 86+ GPU arch support.

What independent users actually report about RightNow AI

We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.

31 mentions across 2 sources (Hacker News, Lemmy).

64% positive36% critical
Recurring strengths
  • +GPU emulator supports 86+ architectures without hardware.
  • +Integrated NCU profiling and PTX/SASS inspection in-editor.
  • +Forge CLI auto-generates CUDA/Triton kernels from PyTorch.
  • +Agentic AI writes, debugs, and optimizes CUDA code.
  • +Multi-DSL support: CUDA, Triton, CUTE, TileLang, Mojo, etc.
Recurring frustrations
  • −Community feedback is too sparse for reliable support assessment.
  • −No independent benchmarks confirm emulator accuracy outliers.
  • −Forge CLI is v0.1.0, may generate suboptimal kernels.
  • −Pricing details beyond freemium model are unclear.
  • −Learning curve for GPU emulator and profiling jargon.
Patterns worth knowing
GPU emulator as a cost-saving breakthrough for kernel testing
Seen on Hacker News
Agentic AI for CUDA development reducing boilerplate
Seen on Hacker News
Open-source CLI builds community trust but needs maturing
Seen on Hacker News, Lemmy
Learning curve
intermediateProductive in ~A few hours
Hidden costs people mention
  • • Local LLM integration requires self-hosted hardware and maintenance
  • • Enterprise Forge pricing not transparent in community data

Viability Score

77/100
Safe Bet

How likely is RightNow AI to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.

momentum
55
funding runway
80
website health
90
wrapper dependency
100

Last calculated: July 2026

How we score →

Key Features

  • CUDA kernel editor with AI autocomplete
  • Multi-DSL support: CUDA, Triton, CUTE, TileLang, PyTorch, Numba, Mojo
  • GPU emulator for 86+ GPU architectures
  • Real-time profiling with NCU integration
  • Automated kernel benchmarking and comparison
  • PTX/SASS assembly inspection
  • Register pressure and race detection
  • Multi-GPU performance comparison (up to 6 GPUs in Pro)
  • Custom agents with skills and MCP integrations
  • Natural language profiling queries
  • Automatic kernel fusion
  • GPU virtualization
  • Forge CLI for automatic kernel optimization (CUDA/Triton generation)
  • Local LLM support (Ollama, vLLM, LM Studio)
  • Stable SSH remote GPU workflows

About RightNow AI

FreemiumAdvancedNo APIDesktop · CLI

RightNow AI is an AI-powered code editor designed specifically for NVIDIA GPU hardware development. It supports multiple DSLs including CUDA, Triton, CUTE, TileLang, PyTorch, Mojo, Numba, and more, providing a unified IDE experience. The editor integrates GPU profiling (NCU), benchmarking, PTX/SASS inspection, and a GPU emulator that supports 86+ GPU architectures without requiring physical hardware. Targeted at CUDA developers, machine learning engineers, and GPU researchers, RightNow AI offers AI assistance through a chat assistant, custom agents with skills and MCP integrations, and GPU-aware autocomplete. The Forge CLI can automatically generate optimized CUDA or Triton kernels from PyTorch code, achieving significant speedups over torch.compile. Key features include real-time profiling, cycle-accurate emulation, multi-GPU comparison (up to 6 GPUs in Pro), automatic kernel fusion, GPU virtualization, and local LLM support for offline use. The editor is SOC 2 Type 2 compliant and backed by Y Combinator. Unlike general-purpose IDEs, RightNow AI is purpose-built for GPU kernel programming—it's hardware-aware from the ground up, with built-in profiling and emulation. Forge enterprise offering provides dedicated infrastructure and custom kernel optimization for organizations serious about inference performance.

Behind the Verdict

RightNow AI is a specialized tool for a specific audience: anyone writing CUDA or Triton kernels for NVIDIA GPUs. If that's you, it's a no-brainer over general-purpose IDEs because it integrates profiling, emulation, and AI autocomplete that understands GPU semantics. The free tier is surprisingly generous with unlimited profiling and benchmarking, but lacks the GPU emulator—a key feature for testing on architectures you don't own. Pro at $20/mo unlocks that plus multi-GPU comparison and AI agents, which is a bargain for solo developers. Forge enterprise is where things get serious: dedicated infrastructure, on-prem deployment, and automated kernel generation. That's aimed at companies like Cohere or Scale AI who run custom inference at scale. If you're a startup doing GPU work, you might get by with the free tier and occasional Forge credits. Compared to alternatives like NVIDIA's Nsight or VS Code with CUDA extensions, RightNow is more cohesive but less familiar. The learning curve isn't steep if you know CUDA, but beginners will struggle. Also, no integrated cloud GPU training—that's a separate product (RunInfra).

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Use Cases

  • Develop and profile CUDA kernels with real-time performance metrics
  • Emulate kernel execution on 86+ GPU architectures without physical hardware
  • Automatically generate optimized CUDA/Triton kernels from PyTorch models using Forge CLI
  • Compare kernel performance across multiple GPU models side-by-side
  • Debug GPU code with PTX/SASS inspection and register pressure analysis
  • Leverage AI-powered autocomplete and natural language profiling for faster development

Models Under the Hood

NVIDIA Nemotron 3 Nano 30B

Limitations

  • The Free tier lacks GPU emulator access and limits autocomplete and AI features.
  • Multi-GPU comparison is capped at 6 GPUs on Pro.
  • Forge is enterprise-only with no self-serve pricing.
  • Emulator accuracy is cycle-accurate but may not cover all edge cases.
  • The tool is currently desktop-only, with no web or mobile versions.

12-month cost

Project the real annual outlay, including the implied monthly cost when only an annual tier is published.

Annual total
Free
Over 12 months
Effective monthly
Free
Billed monthly

Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.

Integrations

OllamavLLMLM StudioOpenRouterNVIDIA NCUPyTorchTritonNumbaCUDAMojoRunInfra

Resources & Guides

  • Documentationrightnowai.co

    Docs · RightNow AI

    Full product docs from rightnowai.co

  • Resourcerightnowai.co

    Changelog · RightNow AI

    Helpful link from rightnowai.co

  • Resourcerightnowai.co

    Blog · RightNow AI

    Helpful link from rightnowai.co

Frequently Asked Questions

Tools that pair well with RightNow AI

Common stack mates teams adopt alongside RightNow AI, with the specific reason each pairing earns its keep.

Bito

Bito

System-wide context layer for AI coding agents across multi-repo projects

LangSmith

LangSmith

AI agent observability for tracing, monitoring, and evaluating LLM apps

Chrome DevTools MCP

Chrome DevTools MCP

Open-source MCP server for live Chrome browser control and DevTools debugging

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Details

Pricing
Freemium
Skill Level
Advanced
Platforms
Desktop, CLI
API Available
No
Pricing & overview verified
6d ago

Categories

💻 Code & Development⚙️ Developer Infrastructure

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