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May 13, 2026
Product Updates

Exclusive: AirOps targets emerging AI search market with autonomous content optimization agent

Overview

AirOps, the business name of Rivington Labs Inc., introduced Quill, an AI agent that helps brands stay visible in generative AI search engines by continuously monitoring, updating and creating content. The San Francisco startup builds on a shift from traditional search engine optimization to what is called AI engine optimization, or AEO. Quill drafts updates and new material for human approval and tracks performance across eight AI engines.

Key Takeaways

  • Quill is an autonomous agent that monitors content across AI platforms, finds gaps or stale information, and drafts updates or new material for human approval.
  • AirOps focuses on AI engine optimization, which aims to improve brand visibility in AI-generated responses rather than traditional search rankings.
  • The platform tracks eight AI engines, including ChatGPT, Claude, Perplexity, Amazon's Rufus and Google's AI Mode.
  • CEO Alex Halliday says freshness matters more in AI search than in traditional SEO, so content shifts from campaign-based work to a continuous system.
  • All final publishing decisions currently require human approval, though smaller updates such as seasonal FAQ changes may eventually become fully automated.

Stats & Key Facts

  • #AirOps has collected over 2.5 billion AI search responses to study citation patterns
  • #The platform currently tracks eight AI engines
  • #Some researchers forecast AI search will overtake Google search by 2030
Exclusive: AirOps targets emerging AI search market with autonomous content optimization agent

What Quill is

Quill is positioned as an autonomous content agent for AI search visibility.

  • Monitors content performance across multiple AI platforms.
  • Identifies gaps or stale information.
  • Drafts updates or entirely new material for approval by human operators.

The company says Quill uses large-scale behavioral analysis combined with customer-specific onboarding to tailor content generation. The approach recognizes the importance of continually updating information to remain relevant to AI crawlers.

From SEO to AEO

  • AEO aims to improve brand visibility in AI-generated responses.
  • It moves focus away from search rankings and inbound traffic alone.
  • Some researchers forecast AI search will overtake Google search by 2030.

Co-founder and CEO Alex Halliday said most search and discovery, whether Google or ChatGPT, is becoming generative, and that the traditional 10 blue links are being replaced by generative surfaces. He also asserted that ChatGPT's rollout of ads in its free and low-cost tiers is reshaping AI search and reducing the value of traditional SEO tactics.

Why freshness matters

  • Quill's research found product pages, reviews and highly specific content are now cited more than broad educational articles.
  • Halliday said freshness matters much more in AI search than in traditional SEO.
  • Content moves from a campaign-based model to a continuous system run with agents.

AirOps started with a ChatGPT-only focus but was pulled toward becoming an AEO platform, which Halliday said is now the company's sole focus.

Engines the platform tracks

  • The platform currently tracks eight AI engines.
  • These include OpenAI's ChatGPT, Anthropic's Claude and Perplexity AI.
  • They also include Amazon's Rufus and Google's AI Mode.

The platform currently tracks eight AI engines, including OpenAI's ChatGPT, Anthropic's Claude, Perplexity AI, Amazon's Rufus and Google's AI Mode. The company defines a citation as an AI-generated response that directly references a company's published content.

Data and content quality

  • AirOps has collected over 2.5 billion AI search responses to study citation patterns.
  • Onboarding trains Quill on company material such as videos, transcripts and prior writing.
  • Halliday said algorithms are increasingly penalizing what platforms call scaled abuse.

Halliday said the algorithms have been actively working to de-rank scaled abuse and low-quality content, and that what matters is whether content adds unique knowledge or perspective.

Human in the loop

  • The system maintains human oversight despite its autonomous capabilities.
  • All final publishing decisions currently require human approval.
  • Smaller updates such as seasonal FAQ changes may eventually become fully automated.

The system maintains human oversight despite its autonomous capabilities. Halliday said all final publishing decisions currently require human approval, although smaller updates such as seasonal FAQ changes may eventually become fully automated.

Frequently Asked Questions

What is Quill?

Quill is an autonomous AI agent from AirOps that monitors content across AI platforms, identifies gaps or stale information, and drafts updates or new content for human approval.

What is AI engine optimization?

AEO is an approach that aims to improve a brand's visibility in AI-generated responses, rather than focusing only on traditional search rankings and inbound traffic.

Which AI engines does Quill track?

It tracks eight AI engines, including OpenAI's ChatGPT, Anthropic's Claude, Perplexity AI, Amazon's Rufus and Google's AI Mode.

Does Quill publish content automatically?

Not entirely. All final publishing decisions currently require human approval, though smaller updates such as seasonal FAQ changes may eventually become fully automated.

How much data informs Quill?

AirOps says it has collected over 2.5 billion AI search responses to study citation patterns and how generative engines evaluate freshness, authority and structure.

AirOps is positioning Quill as a continuous content agent for the shift from search rankings to AI-generated answers.

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Originally published by SiliconANGLE AI
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