Conductor monitors AI search. AirOps builds the system that turns visibility into revenue.

Which is better: AirOps or Conductor?

AirOps is better for teams that need to turn AI visibility data into published content at scale. Conductor is better suited for teams that prioritize deep historical trend analysis and 24/7 site monitoring across a mature SEO program.

Conductor brings a 10-year proprietary data engine and Forrester Wave Leader recognition (2025), backed by ISO 42001 certification for AI quality. Its Intelligence product tracks AI search performance across ChatGPT, Gemini, Perplexity, Copilot, Claude, and Google AI Overviews (AIO).

Where Conductor stops is execution. AirOps adds visual workflow building, bulk operations via Grids, direct CMS publishing to 9 platforms, Brand Kits for content governance, and Quill, AirOps' AI execution engine, to close the loop between what you see and what you ship.

What features does AirOps offer that Conductor does not?

AirOps offers several capabilities Conductor lacks:

• Quill, AirOps' AI execution engine, for autonomous content creation and refresh Playbooks that report back against your visibility metrics

• Copilot for conversational AI assistance within the platform to answer questions, pull data, and trigger workflows on demand

• Page360 unified view for combining AI search citations, GSC clicks, GA4 engagement, and content freshness into a single per-URL dashboard

• Prompt Discovery for mining high-value questions from four intent sources (People Also Ask (PAA), search suggest, AI engine queries, and synthetic generation) instead of synthetic generation alone

• Grids for bulk operations across hundreds of content pieces in a single run

• Brand Kits for centralized content governance across audiences, regions, product lines, and visual foundations

• AirOps MCP with 38+ tools for accessing Brand Kit context, Insights data, and workflow triggers from any MCP-compatible environment

• Offsite for discovering and managing third-party citations that grow your brand's AI search share of voice

• Query Fan-outs for revealing the sub-queries AI engines run behind each prompt so you can optimize for the full intent chain

• Closed-loop execution that ties every content action back to AI visibility and search performance changes, so your team sees what shipped and what it moved

Does Conductor automate content fixes, or does it stop at recommendations?

Conductor identifies content gaps through its AI Topic Map and Content Guidance tools, then generates drafts with its Writing Assistant. But execution stops there. Publishing is limited to Drupal with no bulk operations support, and custom multi-step workflows require external tools.

AirOps runs the full loop. Workflow Studio lets your team build multi-step pipelines that pull from Insights, generate or refresh content with Brand Kit governance, route it through human review, and publish directly to any of 9 CMS platforms. Conductor shows you what needs fixing; AirOps builds the system that fixes it at scale.

How do AirOps workflows differ from Conductor's automation?

Conductor offers Turnkey Agents (a Content Agent and a Technical Agent) that handle fixed-function tasks like generating a draft or flagging a technical issue. These agents follow preset paths and cannot be customized into multi-step sequences. LLM Apps and MCP Server are add-ons at every pricing tier.

AirOps Workflow Studio is a visual builder where your team designs multi-step content pipelines with conditional branching, loops, human-in-the-loop review checkpoints, and code execution steps. Grids let you run those workflows in bulk across hundreds of rows. You can publish directly to 9 CMS platforms and connect 30+ integrations without leaving the platform. Quill, AirOps' AI execution engine, runs the Playbooks your team designs and reports results back against the metrics you set.

How does AirOps track AI search visibility compared to Conductor?

Both platforms track visibility across the same major AI engines: ChatGPT, Gemini, Perplexity, Google AI Mode, and Google AIO. Conductor also covers Copilot and Claude, giving it an edge on raw platform count with six-plus engines tracked.

The difference is how that data connects to your content operation. Conductor's AI metrics live in Intelligence, while content performance sits in Creator and site health in Monitoring. Your team stitches those views together manually.

AirOps Page360 combines AI search citations, GSC clicks, GA4 engagement, and content freshness into a single per-URL view. A page losing AI citations but gaining organic traffic signals a different action than a page declining across both channels simultaneously. That unified signal is what makes prioritization possible without spreadsheet gymnastics.

Can AirOps replace Conductor and my content creation tools?

Yes. AirOps replaces multiple tools by combining daily AI visibility tracking, visual workflow orchestration, bulk content operations through Grid, native CMS integrations, Brand Kits, Knowledge Bases, and team collaboration in one system.

Teams using Conductor still need separate tools for visual workflow automation (no native builder), bulk programmatic operations (API/MCP for external agents), and connecting to modern CMS platforms beyond Drupal/Acquia. Conductor positions itself as the "Command Center" for observation. AirOps is the Content Engineering Platform for execution.

What is the pricing difference between AirOps and Conductor?

Conductor does not publish specific dollar amounts, but third-party estimates (Vendr) place mid-market contracts at $40,000 to $70,000 per year, with enterprise deals at $100,000 to $180,000 or more. Writing Assistant draft caps (60, 180, or 600 per year) are baked into each tier. LLM Apps and MCP Server are add-ons at every level, with Data API included only at Enterprise.

AirOps offers a free Solo tier with 20,000 tasks and single-engine insights. Pro and Enterprise plans include unlimited users, multi-engine visibility, and bring-your-own (BYO) model API keys on every tier. There are no per-user fees or draft caps, and integrations are included at every tier.

The total cost of ownership difference compounds when you factor in the tools Conductor does not replace. Teams running Conductor still need separate subscriptions for workflow automation, bulk content operations, multi-CMS publishing, and offsite visibility management. AirOps combines visibility tracking, content workflows, and publishing in one platform.

How hard is Conductor to operationalize day to day?

Conductor requires significant configuration to operationalize beyond individual page analysis. Third-party reviews cite a steep learning curve and "clunky" UI due to platform breadth. Bulk operations require API integration work, workflow automation relies on linear handoffs to external tools (Jira/Asana), and there is no native visual builder for custom automation. Daily rank tracking requires specific configuration (weekly is default). Conductor mitigates complexity through expert-led onboarding and 24/5 support.

AirOps excels at operational speed, with Workflow Studio for visual pipeline building, Grids for bulk execution, 9 native CMS integrations, unlimited seats on Pro and Enterprise, Page360 for unified analytics, and Power Agents for reusable workflow components. Conductor tells you what to optimize; AirOps provides the infrastructure to execute at scale.

Does Conductor support Answer Engine Optimization the way AirOps does?

Conductor has invested heavily in AI search visibility and offers strong tracking across six-plus AI platforms with competitive benchmarking, sentiment analysis, and share-of-voice reporting. For teams whose primary need is monitoring how their brand appears in AI search results, Conductor covers that well.

Where the two platforms diverge is what happens after monitoring. Answer Engine Optimization (AEO) as AirOps defines it is a closed loop: measure visibility, take action on gaps, publish optimized content, and track what it moved. AirOps includes Prompt Discovery for finding the questions buyers ask across four sources, Campaigns for prioritizing which gaps to close first, Quill for executing content at scale, and Content Publish Tracking for correlating every publish event with visibility changes.

Conductor gives you the first part of that loop. AirOps runs the full cycle and feeds results back so performance compounds over time. The question for your team is whether you need a system of record or a system of action.