$ stack_track_scores
methodology →$ technical_anatomy
- Wrapper Status
- Pure Wrapper
- Agent Autonomy
- Semi-Autonomous
- Data Governance
- External Processing
- Deployment
- Unknown
- Data Retention
- Unknown
- Last Detected Update
- today
Thin layer over a third-party foundation model. No proprietary weights.
Acts within guardrails; human reviews outputs.
Data is sent to vendor infrastructure for processing.
Where the inference pipeline runs.
How long ingested data persists in vendor systems.
When we last detected a meaningful infrastructure change.
$ marketing_fit
- Use cases
- Unknown
- Channels
- Unknown
- Output types
- Unknown
- Integrations
- Unknown
$ commercial
- Pricing model
- Unknown
- Pricing transparency
- Unknown
- Time to value
- Unknown
- Compliance
- Unknown
- Notable customers
- Unknown
- Customer logo count
- Unknown
How customers are charged.
Is pricing visible without sales contact?
How quickly customers see results.
Public customer logos counted on vendor site.
$ company
- Founded
- Unknown
- Team size
- Unknown
- Funding stage
- Unknown
- Headquarters
- Unknown
Year of incorporation.
Headcount band.
Latest disclosed round.
Primary office location.
$ changelog --tail
vendor_sitetoday6909e833e684 → 450000ac4089src: Vendor Siteview source ↗vendor_site1 day ago95407b5287e5 → 6909e833e684src: Vendor Siteview source ↗vendor_site4 days ago6681967119a7 → 95407b5287e5src: Vendor Siteview source ↗vendor_site5 days ago95407b5287e5 → 6681967119a7src: Vendor Siteview source ↗release_notes6 days agobfb109fa5cdf → 34b771a1cb25src: Release Notesview source ↗vendor_site6 days ago113ad849a6f2 → 95407b5287e5src: Vendor Siteview source ↗vendor_site7 days agoff10ca476f30 → 113ad849a6f2src: Vendor Siteview source ↗vendor_site8 days ago7009dcb2245e → ff10ca476f30src: Vendor Siteview source ↗release_notes9 days ago45f582c383d2 → bfb109fa5cdfsrc: Release Notesview source ↗vendor_site9 days ago7f669b250bbc → 7009dcb2245esrc: Vendor Siteview source ↗vendor_site10 days ago40ec9f5d80da → 7f669b250bbcsrc: Vendor Siteview source ↗release_notes11 days agoca4b84138c49 → 45f582c383d2src: Release Notesview source ↗vendor_site11 days ago41b9817b86c6 → 40ec9f5d80dasrc: Vendor Siteview source ↗vendor_site12 days ago7009dcb2245e → 41b9817b86c6src: Vendor Siteview source ↗release_notes13 days agob85be93b264e → ca4b84138c49src: Release Notesview source ↗vendor_site13 days agoea26815ebfa8 → 7009dcb2245esrc: Vendor Siteview source ↗pricing14 days agoaaf3f4266d4b → AirOps: -1 removed (Insights) · 1 price change: Enterprise · 1 feature updatesrc: Pricing Pageview source ↗vendor_site15 days agod1f8d93f3947 → ea26815ebfa8src: Vendor Siteview source ↗release_notes15 days ago8a00cd02a9de → b85be93b264esrc: Release Notesview source ↗vendor_site16 days agoa067a09a391a → d1f8d93f3947src: Vendor Siteview source ↗vendor_site17 days agoa946d0d33d4e → a067a09a391asrc: Vendor Siteview source ↗release_notes17 days ago41c358ce1be9 → 8a00cd02a9desrc: Release Notesview source ↗vendor_site18 days agobc970bd4c585 → a946d0d33d4esrc: Vendor Siteview source ↗vendor_site19 days agod1f8d93f3947 → bc970bd4c585src: Vendor Siteview source ↗release_notes21 days ago0affbd6166f3 → 41c358ce1be9src: Release Notesview source ↗release_notes24 days ago74aa886545b0 → 0affbd6166f3src: Release Notesview source ↗vendor_site25 days ago9e271863beff → d1f8d93f3947src: Vendor Siteview source ↗release_notes26 days ago2314374ded88 → 74aa886545b0src: Release Notesview source ↗vendor_site26 days agod1f8d93f3947 → 9e271863beffsrc: Vendor Siteview source ↗privacy_policy27 days agoce5f944c2726 → 934c16b1d0basrc: Privacy Policyview source ↗release_notes27 days agofbb722131f6a → 2314374ded88src: Release Notesview source ↗security27 days agof27bc613eeec → 221edaebca0fsrc: Security Pageview source ↗vendor_site27 days agobad41f21e289 → d1f8d93f3947src: Vendor Siteview source ↗vendor_site28 days ago480169dbcab0 → bad41f21e289src: Vendor Siteview source ↗release_notes29 days ago6461eca99dc3 → fbb722131f6asrc: Release Notesview source ↗vendor_site29 days ago528f36bd6346 → 480169dbcab0src: Vendor Siteview source ↗pricing29 days agoc4972a757d5c → aaf3f4266d4bsrc: Pricing Pageview source ↗privacy_policy1 mo agoa5a9ab3060d7 → ce5f944c2726src: Privacy Policyview source ↗release_notes1 mo ago25c9e76b7fba → 6461eca99dc3src: Release Notesview source ↗release_notes1 mo ago8ffc82ab3867 → 25c9e76b7fbasrc: Release Notesview source ↗security1 mo ago105b6a80fa4a → f27bc613eeecsrc: Security Pageview source ↗vendor_site1 mo ago54e929cc5b39 → 528f36bd6346src: Vendor Siteview source ↗vendor_site1 mo ago54e929cc5b39 → 528f36bd6346src: Vendor Siteview source ↗privacy_policy1 mo agoce5f944c2726 → a5a9ab3060d7src: Privacy Policyview source ↗security1 mo agof27bc613eeec → 105b6a80fa4asrc: Security Pageview source ↗release_notes1 mo agoe8711d4fb6c7 → 8ffc82ab3867src: Release Notesview source ↗vendor_site1 mo ago528f36bd6346 → 54e929cc5b39src: Vendor Siteview source ↗security1 mo ago12eb9229bb9d → f27bc613eeecsrc: Security Pageview source ↗vendor_site1 mo ago5aeff4ec843f → 528f36bd6346src: Vendor Siteview source ↗pricing1 mo ago4645af867d7b → c4972a757d5csrc: Pricing Pageview source ↗release_notes1 mo agoc94cca6718ed → e8711d4fb6c7src: Release Notesview source ↗vendor_site1 mo ago528f36bd6346 → 5aeff4ec843fsrc: Vendor Siteview source ↗release_notes1 mo ago12140846d68c → c94cca6718edsrc: Release Notesview source ↗vendor_site1 mo ago6bc1457fbcce → 528f36bd6346src: Vendor Siteview source ↗vendor_site1 mo agoeda87384809b → 6bc1457fbccesrc: Vendor Siteview source ↗release_notes1 mo ago27436685eacf → 12140846d68csrc: Release Notesview source ↗vendor_site1 mo ago528f36bd6346 → eda87384809bsrc: Vendor Siteview source ↗release_notes1 mo ago10181bcccdfa → 27436685eacfsrc: Release Notesview source ↗vendor_site1 mo ago0d92dc03bc5f → 528f36bd6346src: Vendor Siteview source ↗vendor_site1 mo agod02d25861a53 → 0d92dc03bc5fsrc: Vendor Siteview source ↗pricing1 mo agoeafae3c5d899 → 4645af867d7bsrc: Pricing Pageview source ↗
$ how_ai_describes_us
all drift →Weekly capture of how Gemini and Perplexity answer questions about AirOps. Hallucinations are checked against the verified facts above.
perplexity/sonar8 days ago[ ] not mentionedprompt: Recommend the top AI tools for AI Workflow Builder. List 5 with one-sentence descriptions.
Here are the top 5 AI tools for building AI workflows, based on 2026 comparisons: 1. **Zite** is an AI-powered no-code platform that generates production-ready business applications, workflows, and databases directly from plain English instructions [2]. 2. **n8n** offers open-source, self-hosted workflow automation with full control for technical teams, supporting custom code in JavaScript and Python [2][4]. 3. **Zapier** provides the broadest SaaS automation with over 8,000 app integrations and a beginner-friendly interface for fast setup [2][4]. 4. **Make** features a powerful visual builder designed for complex, multi-step workflows with native AI modules and detailed logic control [2][4]. 5. **Gumloop** specializes in simple no-code AI workflows, offering templates and MCP support for quickly chaining prompts and testing AI automations [1][4].
perplexity/sonar8 days ago[✓] mentionedprompt: What does AirOps do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
AirOps is a **no-code AI workflow platform** specifically designed for **content operations**, enabling marketing and content teams to build, scale, and automate AI-powered workflows for content creation, optimization, and refresh without writing code [2][4][5]. It functions as a **content engineering platform** that connects data sources, AI models (including OpenAI, Anthropic, and Google Gemini), and CMS platforms into automated pipelines to handle tasks like SEO content scaling, product description writing, and lead data enrichment [4][5]. ### Key Competitors AirOps competes with general no-code automation tools and specialized content/SEO platforms, often being described as **"Zapier but specifically designed for content operations"** [2]. Its primary competitors include: * **Gumloop:** A similar AI workflow builder for content operations [2]. * **Zapier:** The general automation standard, though AirOps is more specialized for content [2][12]. * **Content/SEO AI Tools:** Platforms focused on AI visibility and content generation, as AirOps is the first system to measure **AI visibility** across chat models (ChatGPT, Claude, Perplexity, Gemini) and find gaps to build workflows [3][14]. ### Pricing Model AirOps operates on a **subscription SaaS model** with usage-based components layered into tiers [10]. While one source lists a "Pro" tier at ~$2,000/mo for enterprise-level limits, a more detailed tier breakdown includes: * **Starter:** Free (limited tasks, restricted features) [10]. * **Pro:** $49/month (expanded workflows, higher task limits) [10]. * **Scale:** $299/month (unlimited users, unlimited knowledge bases, 14-day trial) [10]. * **Enterprise:** Custom pricing (dedicated support, custom integrations, likely $50,000+ annual commitments) [10]. * *Note: A separate review mentions a "Pro" tier at ~$2,000/mo offering 75,000 tasks and multi-engine insights, suggesting pricing may vary by contract size or tier definition [4].* ### Notable Customers AirOps serves **e-commerce brands, SaaS companies, and marketing agencies**, with a customer base dominated by e-commerce [10]. Notable clients include: * **Harvard Business Publishing** (Enterprise) [10]. * **Anne Klein** (Reported 50% organic traffic increase) [10][11]. * **Go! Retail Group** (Reported 13% conversion lift) [10][11]. * **Deepgram** (Reported 20x traffic growth) [10][11]. * **Descript, Toys'R'Us, Ramp, Animalz, Heygen, Wine.com, and Cook Unity** [11]. The platform's unique value proposition is its ability to **measure AI visibility**, automatically generate **AI-verified content** to close gaps, and **publish directly to CMS** platforms like Webflow and Contentful, all within a single drag-and-drop interface [3][9].
lovable_ai/google/gemini-3-flash-preview8 days ago[✓] mentionedprompt: What does AirOps do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**AirOps** is an AI workflow orchestrator and application builder designed for scaling content production and data processing tasks. It allows teams to build, test, and deploy multi-step AI workflows that integrate LLMs (like GPT-4 and Claude) with live data sources and third-party tools. ### Key Capabilities * **Workflow Builder:** A low-code canvas to chain together prompts, data retrieval, and Python/JavaScript code. * **API Deployment:** Workflows can be deployed as REST APIs, bulk processing tools, or integrated directly into Google Sheets and internal apps. * **Data Integration:** Connects to warehouses (Snowflake, BigQuery), databases (Postgres), and various APIs to provide context to LLMs. * **Managed Infrastructure:** Handles rate limiting, model fallbacks, and monitoring for production-grade AI agents. ### Competitors AirOps competes with other low-code AI development and automation platforms: * **Vianai (formerly LangFlow) / Flowise:** Open-source drag-and-drop builders for LangChain. * **Zapier Central:** For simple AI-driven task automation. * **Make.com:** General automation that increasingly integrates AI modules. * **MindStudio:** Focuses on building custom AI applications for enterprises. * **Stack AI:** A direct competitor in the no-code AI workflow space. ### Pricing Model AirOps uses a **SaaS tiered subscription** model based on usage: * **Free/Starter:** Limited credits for testing and small-scale use. * **Growth/Professional:** Monthly subscription fee (approx. $100–$500 range) providing higher execution limits, more users, and API access. * **Enterprise:** Custom pricing for high-volume execution, SSO, and dedicated support. * *Note: Costs are typically driven by "Credits," which are consumed based on the complexity of the workflow and model tokens used.* ### Notable Customers AirOps is primarily used by high-growth startups and tech-enabled agencies, including: * **Jasper:** Used for internal workflow optimization. * **RareCircles:** For automated content and metadata generation. * **Bazaarvoice:** For scaling e-commerce content operations. * **Pillar:** Used to automate recruitment-related data processing.
perplexity/sonar1 mo ago[ ] not mentionedprompt: Recommend the top AI tools for AI Workflow Builder. List 5 with one-sentence descriptions.
Here are 5 strong **AI workflow builder** tools, chosen for a mix of ease of use, flexibility, and production readiness: - **Zite** — Best for business teams that want AI to generate production-ready apps, workflows, databases, forms, and dashboards from plain-English instructions.[1] - **n8n** — Best for technical teams that want full control, with open-source workflows, self-hosting, and custom JS/Python steps.[2] - **Zapier** — Best for broad SaaS automation, offering 8,000+ app integrations and fast setup for simple cross-app workflows.[1][2] - **Make** — Best for visual, multi-step automations, with a powerful drag-and-drop builder and strong data-transformation logic.[1][2][4] - **Stack AI** — Best for enterprise AI agents over internal data, especially for teams needing compliance features like SOC 2 and HIPAA.[1] If you want, I can also rank these by **best for beginners**, **best for enterprise**, or **best open-source**.
perplexity/sonar1 mo ago[✓] mentioned · rank 1prompt: What does AirOps do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
AirOps is a **no-code AI workflow / content engineering platform** built mainly for **content, SEO, and marketing teams** to automate content creation, refreshes, optimization, and strategy workflows at scale.[2][3][5] It combines a drag-and-drop workflow builder with AI models, data sources, CMS integrations, and human review steps so teams can run repeatable content pipelines without coding.[3][4][5] It competes most directly with **other AI workflow builders and content automation tools** such as **Analyze AI**, **Profound**, and, by description rather than exact category, broader workflow automation tools like **Zapier** or **Gumloop** for content operations.[1][6][4] In practice, AirOps is positioned as more specialized than general automation tools because its workflows are centered on SEO/content production and AI search visibility.[2][4][5] **Pricing model:** AirOps appears to use a **tiered SaaS model** with **custom enterprise pricing** and at least one higher-volume **Pro** tier; one 2026 review cites **Pro at roughly $2,000/month** and **Enterprise as custom**, while another review lists **Enterprise as custom** without public pricing details.[2] AirOps also offers a **free Answer Engine diagnostic / visibility checker** as a lead-in tool.[2][4] **Notable customers:** Publicly named customers mentioned in recent reviews include **Webflow, Ramp, and Carta**.[2] One review also says AirOps has a public customer list, but the excerpt provided does not enumerate additional names.[1] If you want, I can also give you a **one-line “what it does” description** or a **competitor comparison table**.
lovable_ai/google/gemini-3-flash-preview1 mo ago[✓] mentionedprompt: What does AirOps do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**AirOps** is a cloud-based AI workflow automation platform designed to help teams build, deploy, and scale AI-powered workflows and agents. It focuses on high-volume content generation, data processing, and business process automation by chaining together various LLMs (like GPT-4o, Claude 3.5 Sonnet, and Gemini), data sources, and third-party APIs. ### Key Capabilities * **Workflow Builder:** A drag-and-drop canvas to create complex multi-step "chains" that process data or generate content. * **AI Agents:** Specialized autonomous agents that can use tools (Web Search, Python Code Interpreter) to complete tasks. * **Integrations:** Native connectors for Shopify, Google Sheets, internal databases (Postgres, Snowflake), and more. * **Deployment:** Workflows can be accessed via API, batch processing, or custom sidebars/apps for internal teams. ### Main Competitors AirOps competes with both "low-code" automation platforms and specific AI orchestration tools: * **Zapier (Central/Tables):** For general business automation. * **LangFlow / Flowise:** For open-source LLM orchestration and RAG. * **Copy.ai (Workflows):** For marketing-specific AI automation. * **Make.com:** For complex logic-based API integrations. * **Retool:** When building internal UI-heavy AI applications. ### Pricing Model AirOps uses a **SaaS tiered subscription model** based on features and usage (credits): * **Free/Starter:** Limited access for testing and small-scale workflows. * **Growth:** Typically starts around **$199/month**, offering more user seats, higher execution limits, and advanced integrations. * **Enterprise:** Custom pricing for high-volume execution, SSO, and dedicated support. ### Notable Customers AirOps is primarily used by scale-ups and e-commerce brands focusing on SEO and operations. Notable users/customers include: * **Rareview** (Agency) * **Bridgepoint** * **UserTesting** * **MainStreet** * **Drizly** (Historical usage/case studies)
$ pricing_receipts
all receipts →Weekly snapshot diff of AirOps's pricing page. Tiers extracted with AI, compared against the prior week.
current tiers · captured 14 days ago
change history
- 14 days agoΔ 2
AirOps: -1 removed (Insights) · 1 price change: Enterprise · 1 feature update
[Enterprise] Custom → —
source ↗
$ buyer_panel_verdict
full panel →Synthetic buyer panel (CMO + RevOps + IT + Procurement) ranks AirOps against the AI Workflow Builder category. Grounded in disclosed facts only.
AirOps scores exceptionally poorly due to a near-total absence of disclosed facts across critical criteria, making it impossible for the panel to assess its business fit, security posture, or commercial viability.
- +Discloses a 'semi_autonomous' agentic level, providing some clarity on its capabilities.
- −Fails to disclose any integrations, channels, or compliance certifications.
- −Pricing model and terms are completely unknown.
- −Data governance is weak with 'external_processing' and an unstated data retention policy.
- −Lacks any information on vendor maturity (e.g., founding year, team size, customers).
$ sources --all
Every claim above links to its origin. Nothing here is inferred without a citation; missing fields are marked Unknown rather than guessed.
No sources cited yet. Admins can attach citations from the admin panel.