A Benchmarking System to Spark Companies to Action - Innovation That Fuels New Deal Flow and Growth Pipelines
12-May-2026
Global
Frost Radar
KC53-01-00-00-00
IT_2026_34556
The customer experience (CX) automation market has reached an inflection point. Legacy interactive voice response systems and rule-based chatbots, designed to route and deflect rather than understand and resolve, are being displaced by a new generation of intelligent virtual agents (IVAs) capable of comprehending intent, maintaining context across multiturn conversations and channel transitions, integrating in real time with enterprise systems, and resolving customer issues—often autonomously without human intervention. This analysis benchmarks 18 vendors competing across the global IVA landscape, evaluating each on innovation depth and growth trajectory across the Frost Radar™ analytical framework. They include CCaaS-embedded platform vendors, pure-play conversational AI vendors, and specialist AI vendors that focus on specific channels, workflows, or industry verticals. The analysis reveals a market in structural transition on multiple simultaneous dimensions. Architecturally, it is best understood as a continuum spanning fully deterministic, rule-based systems; hybrid scripted-plus-LLM designs; and autonomous agentic workflows where agents orchestrate multistep task sequences. Most vendors are moving along this continuum, but at different velocities and with varying production ready solutions.
Frost & Sullivan analyzes numerous companies in an industry. Those selected for further analysis based on their leadership or other distinctions are benchmarked across 10 Growth and Innovation criteria to reveal their position on the Frost Radar™. The publication presents competitive profiles of each company on the Frost Radar™ considering their strengths and the opportunities that best fit those strengths.
Author: Bernardin Arnason
Ada
Amazon Web Services
Assembled
Avaamo
Cisco
Content Guru
Dialpad
Engageware
Five9
Genesys
Intercom
Kore.ai
NiCE Cognigy
Quiq
Salesforce
Sprinklr
Talkdesk
Verint
Best Practices
Growth Opportunities
Frost Radar™: Benchmarking Future Growth Potential 2 Major Indices, 10 Analytical Ingredients, 1 Platform
Significance of Being on the Frost Radar™
Frost Radar™ Empowers the CEO's Growth Team
Frost Radar™ Empowers Investors
Frost Radar™ Empowers Customers
Frost Radar™ Empowers the Board of Directors
Frost Radar™: Benchmarking Future Growth Potential 2 Major Indices, 10 Analytical Ingredients, 1 Platform
Growth Index
Growth Index (GI) is a measure of a company’s growth performance and track record, along with its ability to develop and execute a fully aligned growth strategy and vision; a robust growth pipeline system; and effective market, competitor, and end-user focused sales and marketing strategies.
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Market Share (previous 3 years)
This is a comparison of a company’s market share relative to its competitors in a given market space for the previous 3 years. -
Revenue Growth (previous 3 years)
This is a look at a company’s revenue growth rate for the previous 3 years in the market/industry/category that forms the context for the given Frost Radar™. -
Growth Pipeline
This is an evaluation of the strength and leverage of a company’s growth pipeline system to continuously capture, analyze, and prioritize its universe of growth opportunities. -
Vision and Strategy
This is an assessment of how well a company’s growth strategy is aligned with its vision. Are the investments that a company is making in new products and markets consistent with the stated vision? -
Sales and Marketing
This is a measure of the effectiveness of a company’s sales and marketing efforts in helping it drive demand and achieve its growth objectives.
Innovation Index
Innovation Index (II) is a measure of a company’s ability to develop products/ services/ solutions (with a clear understanding of disruptive Mega Trends) that are globally applicable, are able to evolve and expand to serve multiple markets and are aligned to customers’ changing needs.
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INNOVATION SCALABILITY
This determines whether an organization’s innovations are globally scalable and applicable in both developing and mature markets, and also in adjacent and non-adjacent industry verticals. -
RESEARCH AND DEVELOPMENT
This is a measure of the efficacy of a company’s R&D strategy, as determined by the size of its R&D investment and how it feeds the innovation pipeline. -
PRODUCT PORTFOLIO
This is a measure of a company’s product portfolio, focusing on the relative contribution of new products to its annual revenue. -
MEGATRENDS LEVERAGE
This is an assessment of a company’s proactive leverage of evolving, long-term opportunities and new business models, as the foundation of its innovation pipeline. -
CUSTOMER ALIGNMENT
This evaluates the applicability of a company’s products/services/solutions to current and potential customers, as well as how its innovation strategy is influenced by evolving customer needs.
Significance of Being on the Frost Radar™
Companies plotted on the Frost RadarTM are the leaders in the industry for growth, innovation, or both. They are instrumental in advancing the industry into the future.
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GROWTH POTENTIAL
Your organization has significant future growth potential, which makes it a Company to Action. -
BEST PRACTICES
Your organization is well positioned to shape Growth Pipeline™ best practices in your industry. -
COMPETITIVE INTENSITY
Your organization is one of the key drivers of competitive intensity in the growth environment. -
CUSTOMER VALUE
Your organization has demonstrated the ability to significantly enhance its customer value proposition. -
PARTNER POTENTIAL
Your organization is top of mind for customers, investors, value chain partners, and future talent as a significant value provider.
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Impacting your company's future growth potential.
Frost & Sullivan analyzes numerous companies in an industry. Those selected for further analysis based on their leadership or other distinctions are benchmarked across 10 Growth and Innovation criteria to reveal their position on the Frost Radar™. The publication presents competitive profiles of each company on the Frost Radar™ considering their strengths and the opportunities that best fit those strengths.
Author: Bernardin Arnason
| Deliverable Type | Frost Radar |
|---|---|
| Industries | Information Technology |
| No Index | No |
| Is Prebook | No |
| Keyword 1 | Intelligent Virtual Assistants (IVA) |
| Keyword 2 | Conversational AI Vendors |
| Keyword 3 | Customer Experience Automation |
| Podcast | No |
| Predecessor | None |
| WIP Number | KC53-01-00-00-00 |