AI representation intelligence
Continuously monitors how AI systems describe and contextualize your company and products and actively shapes how those representations evolve over time.
Second Wind is an end-to-end optimization system that governs how LLMs and AI assistants describe your offerings, cite your brand, and influence buyer decisions across verticals.
Continuously monitors how AI systems describe and contextualize your company and products and actively shapes how those representations evolve over time.
Actively strengthens your position as a trusted source, increasing how often AI systems reference, cite, and rely on your company and products.
Continuously measures how models surface and recommend your company and products, translating changes in visibility, authority, and positioning into sustained improvement.
Maintains real-time awareness of competitive positioning and adjusts how your company and products are framed relative to peers within AI-generated responses.
Continuous intelligence gathering and strategic optimization across platforms and models.


Ongoing evaluation of how leading AI systems describe, compare, and contextualize your company and products across real-world questions.
Define how your company and products should be understood on critical questions and guide AI representations toward those answers over time.
Identify which sources influence AI outputs and strengthen your authority within the ecosystems models rely on.
Receive prioritized, data-driven guidance designed to improve credibility, visibility, and competitive positioning as models evolve.
It operates independently from your public website and is built specifically for influencing model behavior.
Engineered for how modern AI systems absorb, prioritize, and repeat information at scale.
Continuously evaluates real AI outputs and adjusts representations as models, sources, and behavior evolve.
Strengthens how your company is framed, referenced, and relied upon across AI-generated responses.
Runs alongside your existing digital presence with no redesigns, migrations, or public-facing changes required.
This is not traditional content management.
It is signal engineering for AI systems.
Uses standard, web-accessible formats AI systems already rely on
Operates within accepted crawling and indexing norms
Maintains a fully auditable history of system outputs and changes
Allows teams to monitor performance and approve updates before deployment
Designed to stabilize and refine AI representations rather than chase volatility
Manage multiple portfolio companies under one account — handle all your companies simultaneously
Second Wind runs alongside your current web stack without redesign or disruption.
Connect your domain and publish your first AI surface in under 10 minutes.
Runs alongside your stack. No CMS edits. No risk.
Access emerging retrieval artifacts and model-facing optimization techniques.
Works with Vercel, Netlify, Cloudflare, AWS, Google Cloud Platform, Fastly, Akamai, Wordpress, Webflow, and more.
We serve companies in:
If AI influences discovery, evaluation, or trust in your category, this platform should already be running.
Ready to take control of your AI presence? Let's set up a lightweight pilot for your company.
marty@secondwind.cloud