IQRush.ai
IQRush.ai is a Seattle-based SaaS company that provides statistical measurement infrastructure for AI answer engines (ChatGPT, Gemini, Perplexity), serving brands, agencies, publishers, and enterprise teams that need decision-grade visibility metrics with confidence intervals and citation clustering.
- Company typePrivate
- Founded2023
- HeadquartersSeattle, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What IQRush.ai does
IQRush, LLC is a Seattle-based, privately held SaaS company founded in 2023 that builds measurement infrastructure for AI-powered answer engines. Its core product is a statistical measurement platform that quantifies how brands, products, domains, and sources appear inside generative AI answer engines such as ChatGPT, Gemini, Perplexity, Google AI Overviews, and Copilot. Rather than reporting single-point citation counts, the platform applies paired-prompt design, multi-run sampling, confidence intervals, citation clustering (Elite, Head, Noise), stability detection, sufficiency checks, and drift detection to deliver "decision-grade" visibility metrics that teams can defend in board-level reporting. Supporting modules include a pre-publication Content Playground that scores proposed content edits against tracked prompt sets, and first-party connectors for Anthropic Claude and OpenAI ChatGPT that expose the platform inside AI assistants via OAuth 2.0.
The business operates on a usage-based Measurement Unit (mu) pricing model, where units represent the analytical work required to reach a reliable answer; units are forecasted before a run, consumed based on actual workload, and roll forward when sufficiency is reached early. Pricing is quote-based rather than seat-based, and distribution runs through direct enterprise sales, a strategic channel partnership with ecommerce agency Netrush, and the AI-assistant connectors. The customer base targets Brands, Agencies, Publishers, and Enterprise analytics teams, with named reference customers Storage Corner and Netrush, and the company has been recognized as a Representative Vendor in the 2026 Gartner Market Guide for Answer Engine Visibility Tools. Leadership comprises CEO and co-founder Todd Paris, co-founder Tracie Kambies, co-founder and Chief Data Scientist Ron Sielinski, and CRO Kevin McCabe, with a disclosed headcount of 1–10 employees.
IQRush.ai firmographics
Firmographics- Name
- IQRush.ai
- Legal name
- IQRush, LLC
- Website
- https://www.iqrush.ai
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- IQRush.ai is a Seattle-based SaaS company that provides statistical measurement infrastructure for AI answer engines (ChatGPT, Gemini, Perplexity), serving brands, agencies, publishers, and enterprise teams that need decision-grade visibility metrics with confidence intervals and citation clustering.
- Ownership category
- akta.pro rank
IQRush.ai industry classification
Industry- Product category
- AI Search Analytics
- NAICS
- Marketing Research and Public Opinion Polling (541910)
- SIC
- Services-Testing Laboratories (8734)
- akta.pro primary industry
- AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)
- akta.pro secondary industry
- Documentation & Reporting Automation (Model Cards, Datasheets, Impact Assessments) (HDAAAMAJ)
Keywords
Where IQRush.ai is headquartered
LocationHeadquarters
- HQ city
- Seattle
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
IQRush.ai business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- AI Visibility Measurement Platform: IQRush prices around the measurement work required to reach a reliable answer — not by seats, not by dashboards. A 'Measurement Unit' (mu) represents the work required to measure AI visibility. IQRush forecasts estimated units before a run based on topics, prompt sets, engines, and markets selected. After a run completes, actual units consumed are shown. If sufficiency is reached early, unused units carry forward to future measurements. This model incentivizes IQRush to stop measuring once the signal is strong enough, as they only charge for verified answers.
- Professional Services / Consultative Sales: IQRush appears to sell via consultative sales motion — demos and sales conversations are the primary customer acquisition path. There is no publicly disclosed per-seat or per-tier pricing on the main website, indicating that pricing is negotiated or customized based on customer scope.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Usage-based | Pay-as-you-go | Measurement Unit-based pricing — pay for signal, not noise |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels4 records
IQRush.ai product offering
Product offeringCore offering
IQRush provides a measurement infrastructure platform for AI search visibility, quantifying how brands, products, domains, and sources appear inside generative AI answer engines (ChatGPT, Gemini, Perplexity, Google AI Overviews, Copilot). The platform applies statistical methodology — stability detection, sufficiency checks, citation clustering into Elite/Head/Noise segments, drift detection, and answer engine scoring — to deliver decision-grade visibility data with confidence intervals. Pricing is structured around Measurement Units representing analytical workload, so clients pay only for verified answers rather than raw sampling volume.
Product overview
IQRush offers a single unified AI visibility measurement platform augmented by specific modules. The core IQRush Platform provides decision-grade AI search visibility measurement using statistical methodology — stability detection, sufficiency checks, citation clustering (Elite/Head/Noise segments), drift detection, and answer engine scoring. The Content Playground is a pre-publication sandbox module that scores proposed content edits before publishing. IQRush Connectors are integration modules enabling access to the platform from Claude and ChatGPT assistants. Pricing is based on a Measurement Unit model where clients pay only for verified answers (signal), not raw data collection (noise).
Differentiator
Problem solved
Functional benefit
Products and services
- IQRush Platform SaaS platform that verifies how brands appear inside generative AI answer engines and reports measurements with statistical confidence intervals. Includes stability detection, sufficiency checks, citation clustering (Elite/Head/Noise), drift detection, answer engine scoring, and flexible analytics with mathematical guardrails. Sold to brands, agencies, publishers, and enterprise analytics/marketing teams via direct sales.
Companies that use IQRush.ai
Customer profileNamed customers2 records
Segments4 records
Ideal customer profiles4 records
IQRush.ai technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration2 records
AI capability6 records
Feature11 records
IQRush.ai partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- NetrushcoreIQRush and Netrush announced a strategic partnership to integrate IQRush's AI discovery measurement capabilities into Netrush's ecommerce and customer engagement programs. The partnership addresses how brands are represented by AI answer engines and shopping assistants early in the customer journey, before consumers reach brand websites or retail channels. Netrush uses IQRush's platform to help brands understand, test, and optimize how AI systems influence acquisition, conversion, and retention outcomes. Netrush reports clients seeing up to 4X increases in AI referrals within weeks.
Scale indicators3 records
Recent moves6 records
Expansion highlights6 records
IQRush.ai competitors and assessment
Company assessmentBroad incumbents
- BrightEdge: Enterprise SEO platform with deep Fortune 500 relationships that has begun layering AI search and generative engine optimization features. Same buyer persona and category entry point as IQRush, but sold as part of a much broader platform.
- Ahrefs: Broad SEO incumbent with a large established user base of content marketers; has begun adding AI content / AI visibility tooling. Significant distribution advantage over IQRush, but its AI visibility offering is not the company's primary focus and lacks IQRush's statistical-rigor positioning.
- Semrush: Largest incumbent in SEO/SEM tooling, with a broad enterprise install base and growing AI visibility features. Comparable buyer (enterprise marketing teams) but AI visibility is one product line among many; sales motion heavily self-serve versus IQRush's quote-based enterprise motion.
- Conductor: Enterprise content intelligence and SEO platform now offering AI/LLM search visibility features. Comparable buyer (enterprise content and SEO teams) but operates as a general-purpose content workflow suite versus IQRush's vertical focus on AI visibility measurement.
Direct peers
- Profound: Direct competitor offering AI search visibility and brand measurement across LLM answer engines (ChatGPT, Perplexity, Gemini). Same buyer (CMOs, agencies), same core workflow (track citations and sentiment), differentiated by Profound's conversational analytics versus IQRush's statistically rigorous methodology focus.
- Peec AI: Direct competitor offering AI search analytics and brand mention tracking across ChatGPT, Perplexity, and Gemini. Same target market (marketing teams, agencies) and same product category (AI visibility measurement), competing for the same procurement budgets.
- Otterly.AI: Direct competitor providing AI search rank tracking and brand monitoring for generative search engines (ChatGPT, Perplexity, Google AI Overviews). Targets the same marketing/SEO buyer and offers prompt-level visibility scoring, similar to IQRush's Measurement Units.
- Scrunch AI: Direct competitor delivering AI answer engine optimization and brand citation tracking for marketers. Overlaps with IQRush on customer segment (brands and agencies) and use case (optimizing for AI citations), with content-intelligence features adjacent to IQRush's Content Playground.
- Brandlight: Direct competitor focused on monitoring how brands are represented in AI-generated answers, with emphasis on tracking mentions and citations across LLM platforms. Comparable offering and customer base to IQRush.
- Evertune: Direct competitor providing AI brand visibility and citation analytics for enterprise marketers in generative search. Targets similar brands and agencies measuring AI-driven discovery, comparable in positioning to IQRush.
Market position
Strengths5 records
Weaknesses4 records
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
IQRush.ai social profiles
Digital presenceIQRush.ai financial estimates
Financial estimateRevenue estimate
Valuation estimate
IQRush.ai leadership team
Management profileNumber of profiles
Profiles4 records
IQRush.ai funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
IQRush.ai M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about IQRush.ai
What does IQRush.ai do?
IQRush provides a measurement infrastructure platform for AI search visibility, quantifying how brands, products, domains, and sources appear inside generative AI answer engines (ChatGPT, Gemini, Perplexity, Google AI Overviews, Copilot). The platform applies statistical methodology — stability detection, sufficiency checks, citation clustering into Elite/Head/Noise segments, drift detection, and answer engine scoring — to deliver decision-grade visibility data with confidence intervals. Pricing is structured around Measurement Units representing analytical workload, so clients pay only for verified answers rather than raw sampling volume.
Is IQRush.ai a public or private company?
IQRush.ai is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was IQRush.ai founded?
IQRush.ai was founded in 2023. It employs 1 to 10 people.
Where is IQRush.ai based?
IQRush.ai is headquartered in Seattle, United States, in the North America region.
How does IQRush.ai make money?
Two revenue lines are on record. AI Visibility Measurement Platform is the primary driver. The others are professional Services / Consultative Sales.
Who are IQRush.ai's main competitors?
Broad incumbents on record are BrightEdge, Ahrefs, Semrush and Conductor. Direct peers are Profound, Peec AI, Otterly.AI, Scrunch AI, Brandlight and Evertune.
Does IQRush.ai have an API?
No public API is recorded for IQRush.ai.
What industry is IQRush.ai in?
IQRush.ai's product category is AI Search Analytics. Its primary akta.pro industry code is HDAEANAF, AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety), with a secondary code of HDAAAMAJ, Documentation & Reporting Automation (Model Cards, Datasheets, Impact Assessments). Its NAICS code is 541910 and its SIC code is 8734.