How it works

From idea to a production-ready PRD-guided, repeatable, and saved at every step to kick off your discussion with a partner or delivery team. Or, when going solo, let the app help structure and challenge your idea.

1. The steps

Let’s follow focused steps. Each step is chained with the others to build up a well-rounded representation of your idea by utilizing crafted prompts that work for you. We recognize the subject and your needs to adapt later steps, providing you with questions to help you take different perspectives and focus on your idea and crisp requirements.

Questions can include one or more refinement rounds-you can skip any, but the more detail you provide, the more precise the final PRD will be.

  • Idea

    Set the core problem and the audience.

  • Description

    Generate a structured project description.

  • Questions

    Optional refinement rounds; answer as many as you can for the best results or when you validate something about your idea.

  • Summary

    Consolidated view of what we’ve learned so far.

  • Tech Stack

    Your app’s proposed stack covering all layers for a contemporary digital solution with trade-offs-mention any company or skill constraints.

  • Style (optional)

    The product’s app/site style (brand tone, UI feel, formatting) that you can scrape from almost any source you have. (css, site, description)

  • PRD

    A clear, production-minded Product Requirements Document.

Rule of thumb: the more precise you are, the more precise the result.

2. What happens behind the scenes

We know you are a keen on idea ownership, but we know how many elements from different domains it requires to pass the idea to colleagues, investors, and users. We provide full assistance with that, and we will challenge you throughout the process to ensure the most accurate result. We run a graduated process that aggregates context, prioritizes it, and crafts a targeted prompt enhanced by our domain expertise.

  1. Collect & normalize inputs

    We gather your answers across steps (and languages), normalize/translate if needed, and unify the format.

  2. Extract & rank what matters

    Key constraints, users, goals, risks, and edge cases are identified and ranked by importance.

  3. Build the final prompt chain

    We assemble a structured prompt (and sub-prompts) tailored to your context, not a generic template.

  4. Expert enhancements

    We layer in our expert knowledge, worked examples, and pragmatic constraints (e.g., PoC → MVP → production, security, success metrics) so outputs reflect real projects.

  5. Iterate safely

    You can regenerate any step. Your inputs are preserved; only the AI response changes.

Everything is saved as you go-no juggling 20 prompts in different tabs.

3. Choosing models

At each mark you can pick the model you prefer and regenerate. Your state stays intact; you’re only changing the model’s response style and depth. We focus on reasoning-capable models because the PRD process involves non-trivial analysis.

Reasoning / Flagship

Best for complex steps (e.g., tech stack trade-offs, synthesis, final PRD). Higher quality, slower, pricier.

Balanced

Strong quality-to-speed ratio. Great defaults for description, summary, and most refinement rounds.

Fast / Lightweight

Snappy for quick regenerations, minor edits, or brainstorming alternatives.

We keep it fresh

We continually add new, high-performing models as they’re released, so you can choose what works best.

Tip: use a faster model to explore, then switch to a reasoning model for your final PRD.

Available models:

  • GPT-4o mini

    OpenAI

    Lightweight multimodal model tuned for speed and low cost—great for quick iterations.

    Docs

  • GPT-4.1 mini

    OpenAI

    Compact reasoning model for balanced quality/latency on everyday generation tasks.

    Docs

  • GPT-o3 mini

    OpenAI

    Small but capable reasoning model for structured outputs and short analyses.

    Docs

  • Claude Opus 4

    Anthropic

    Premium reasoning model for complex synthesis, planning, and nuanced writing.

    Docs

  • Claude 3.5 Haiku

    Anthropic

    Fastest Claude in the 3.5 family—great for snappy drafts and quick edits.

    Docs

  • Claude Sonnet 3.7

    Anthropic

    Balanced Claude with strong reasoning and stable latency for most steps.

    Docs

  • Claude Sonnet 4

    Anthropic

    Latest Sonnet generation aimed at higher-quality reasoning and longer context.

    Docs

  • GPT-5

    OpenAI

    Next-gen reasoning family entry (availability and features may vary by account/region).

    Docs

  • GPT-5 Mini

    OpenAI

    Smaller GPT-5 variant emphasizing speed/cost while retaining good reasoning.

    Docs

  • GPT-5 Nano

    OpenAI

    Ultra-light variant for quick trials and frequent regenerations.

    Docs

We continuously add new, high-performing reasoning models as they become available. Availability and limits can vary by provider, region, and account.

4. Need help?

If you’re unsure on any step - or want a second set of eyes - just reach out. We’re happy to help refine inputs, review trade-offs, and make sure your PRD is accurate and production-minded. We are also happy to walk the next mile with you and assist you with turning your idea into a working product by delivering it to your clients.

Contact: ais.software.io@gmail.com