The Quick Verdict: Smartsheet's Clear Lead
Smartsheet appeared in 18% of AI assistant responses to 320 measured project management questions, while Todoist was named in 9% of answers. This measurement, taken on June 4, 2026, across eight leading AI assistants—Cohere, Mistral, Claude, Perplexity, ChatGPT, DeepSeek, Gemini, and Grok—shows a distinct preference. Smartsheet received twice as many mentions, indicating it's the more frequently recommended option when users seek project management advice from these systems. This difference suggests that across a broad range of project management scenarios, AI models find Smartsheet a more relevant or comprehensive solution.
These AI assistants draw their recommendations from vast datasets, including web content, documentation, user reviews, and product descriptions, all processed during their training phases. The frequency with which a tool is mentioned by these models directly reflects its prominence and perceived utility within that training data for various project management contexts. A tool's features, its marketing visibility, and its perceived suitability for common user queries all contribute to how often it appears in AI-generated advice. The models don't "understand" in a human sense; they predict the most probable and relevant answer based on patterns learned from billions of data points.
The data suggests Smartsheet holds a stronger position in the collective knowledge base of these AI assistants for project management tasks. Its higher citation rate, an 18% share compared to Todoist's 9%, implies it's associated with a wider array of project management needs or is simply more frequently discussed and recommended in the digital content AI models learn from. This isn't just about general popularity; it's about how often the tool aligns with the specific nuances of project management questions posed by potential buyers. The sheer volume of content about a tool, its integration capabilities, or its suitability for complex tasks could all play a part in this disparity.
How AI Assistants Choose Between Them
The significant gap—Smartsheet at 18% and Todoist at 9%—points to differing strengths recognized by AI models. Assistants seem to categorize Smartsheet as a more comprehensive solution, better suited for organizational project management. This likely reflects Smartsheet's enterprise-grade features, including solid reporting, detailed analytics, and capabilities for managing larger, more intricate projects. Questions like "What project management systems offer strong reporting and analytics for operations managers?" would plausibly trigger Smartsheet recommendations more often.
Todoist, with its lower overall mention rate, appears positioned by AI models as a tool for simpler, more personal, or small-team task management. Its design emphasizes ease of use and individual productivity. AI assistants might suggest Todoist for queries such as "What are good project management tools for a solo freelancer?" or "Are there any truly free project management software options that are still effective?" Its relatively modest feature set, when compared to Smartsheet, makes it a fit for less complex requirements. The AI models identify these distinct niches based on the patterns in their training data.
The divergence in recommendations isn't arbitrary; it stems from the inherent design and marketing of each product. Smartsheet often targets businesses needing collaborative spreadsheets, workflow automation, and project tracking at scale. Todoist generally appeals to individuals or small teams prioritizing straightforward to-do lists and basic task organization. AI systems, through their training, learn these distinctions. They recommend based on keyword associations and contextual relevance established across countless documents and discussions. The AI's "choice" is a reflection of this learned association, not a subjective preference.
Where the Assistants Disagree: A Per-Assistant Split
The preferences for Smartsheet versus Todoist vary considerably among the AI assistants. Cohere showed the strongest preference for Smartsheet, naming it 38% of the time, while Todoist appeared in only 10% of its answers. This wide margin suggests Cohere's training data aligns Smartsheet with a very broad set of project management questions. Mistral also leaned heavily towards Smartsheet, with 23% mentions compared to Todoist's 10%. Claude followed a similar pattern, citing Smartsheet in 23% of cases and Todoist in 13%.
Perplexity, known for its search-like capabilities, recommended Smartsheet 20% of the time, double its Todoist mentions at 10%. ChatGPT, a widely used assistant, also favored Smartsheet, naming it in 18% of responses, while Todoist received only 5% of its recommendations. This particular split for ChatGPT is quite pronounced, indicating its data strongly associates Smartsheet with relevant project management queries. Gemini, though giving fewer overall recommendations for both tools, still preferred Smartsheet, citing it 8% versus Todoist's 5%.
Interestingly, two assistants showed no preference. DeepSeek named both Smartsheet and Todoist 13% of the time, suggesting its training data finds them equally relevant for the project management questions posed. Grok, with the lowest overall mention rates for both, also showed an equal split, naming each tool in 5% of its responses. This equality, especially for Grok, might imply that within its knowledge base, neither tool stands out significantly for general project management inquiries, or that its recommendations are more spread across a wider range of tools. The distinct preferences across these models highlight the varied nature of their training datasets and the different ways they process and prioritize information about project management software.
What Smartsheet Is Cited For
Smartsheet's 18% overall share of AI recommendations suggests it consistently appears for questions requiring more structured, collaborative, and analytical project management. Its strong showing indicates AI models associate it with features like advanced reporting, analytics, and solid team coordination. For example, questions such as "What project management systems offer strong reporting and analytics for operations managers?" would likely prompt Smartsheet's recommendation. Its capabilities often extend beyond simple task tracking, encompassing workflow automation and resource management.
The higher percentages from assistants like Cohere (38%), Mistral (23%), and Claude (23%) imply these models particularly link Smartsheet to complex organizational needs. When users ask about project management software for a "small team of 10 people" or "agencies," Smartsheet's name surfaces more often. This is plausible because Smartsheet is known for its spreadsheet-like interface combined with project management functionalities, making it versatile for diverse team structures and project types. Its ability to handle large datasets and provide customizable views makes it suitable for detailed oversight.
Smartsheet's consistent presence in AI answers also reflects its perceived strength in integration with other business tools, a common requirement for many organizations. Questions like "I need software that integrates well with common communication platforms. Any suggestions for project management tools?" would logically lead to its mention. The platform's reputation for scalability and enterprise readiness contributes to its higher visibility among AI assistants, positioning it as a go-to solution for more demanding project environments. Its feature set supports a broad spectrum of project complexities, from simple task lists to intricate portfolio management.
What Todoist Is Cited For
Todoist's 9% overall mention rate positions it as a specialized recommendation, typically for simpler, more personal, or focused task management needs. AI assistants tend to suggest Todoist for scenarios where ease of use, individual productivity, or basic task organization are paramount. For instance, the question "What are good project management tools for a solo freelancer?" aligns perfectly with Todoist's core offering. Its straightforward interface and focus on to-do lists make it an accessible option for individuals or very small teams.
Assistants like ChatGPT (5%), Gemini (5%), and Grok (5%) cite Todoist at lower rates, indicating its niche appeal within their vast knowledge bases. While DeepSeek showed equal preference (13%), its overall mentions for both tools were moderate. This pattern suggests that while Todoist is recognized, it's not seen as a broad-spectrum project management solution by most AI models. Its strength lies in its simplicity and effectiveness for managing daily tasks and personal projects, rather than complex, multi-stakeholder endeavors.
Todoist also frequently comes up for budget-conscious users. The query "Are there any truly free project management software options that are still effective?" is one where Todoist could be a strong contender due to its capable free tier. Its emphasis on quick task entry and habit tracking makes it an attractive choice for those who need a tool to keep personal or small-scale work organized without overwhelming features. The AI models reflect this positioning, recommending it where simplicity and cost-effectiveness are key user criteria. It's a tool for getting things done efficiently, not for managing large project portfolios.
How a Buyer Should Choose
A buyer's choice between Smartsheet and Todoist should directly reflect their specific project management needs, as indicated by the AI assistant data. If your requirements align with comprehensive reporting, team collaboration on a larger scale, and detailed project tracking, Smartsheet's higher mention rate (18% overall) and strong preference from assistants like Cohere (38%) makes it a more likely fit. It's designed for organizations seeking solid solutions for complex projects, workflow automation, and integrated business processes. Consider Smartsheet if you manage a small team of 10 people or an agency, or require strong analytics.
Conversely, if simplicity, ease of use, and individual task management are your priorities, Todoist's 9% overall mention rate suggests it's the more appropriate choice. It excels for solo freelancers, personal task organization, or very small teams needing a straightforward to-do list application. Its appeal is in its uncluttered interface and focus on getting tasks done without the overhead of enterprise-level features. If you need a truly free option or something highly effective for non-technical teams, Todoist warrants a closer look.
The AI assistant recommendations serve as a guide. Smartsheet's consistent preference across most assistants for broader project management scenarios points to its versatility and feature depth. Todoist's more specialized mentions highlight its strength in personal productivity and simpler task management. Evaluate your team size, project complexity, budget, and desired feature set. The data shows that AI models, trained on vast amounts of user discussions and product information, effectively differentiate these tools based on their primary use cases. Your specific needs should dictate which tool aligns better with the patterns identified by these intelligent systems.
What It Takes to Show Up in AI Answers
For a project management tool to consistently appear in AI assistant recommendations, as Smartsheet does with 18% of mentions, it needs a strong and consistent digital presence. This isn't merely about advertising; it involves comprehensive documentation, widespread user reviews, and active discussion across forums and industry publications. AI models learn from these diverse sources, identifying patterns that link specific tools to particular project management challenges or feature requirements. A tool's perceived authority and relevance in its domain directly influence its visibility in AI-generated advice.
The nature of the questions posed to AI assistants also dictates which tools surface. For instance, queries about "strong reporting and analytics" or "integrates well with common communication platforms" are more likely to pull up tools known for those advanced capabilities, like Smartsheet. Simpler questions, such as "good project management tools for a solo freelancer," might favor a tool like Todoist. The AI's ability to match keywords and contextual intent from the query to its learned associations with tools is critical.
A tool's design, its target audience, and its market positioning all contribute to its digital footprint. Tools that consistently solve specific, well-defined problems for a large user base, and have that utility well-documented online, will naturally be cited more often. The data from these AI assistants reflects the established reputation and perceived utility of Smartsheet and Todoist within the vast digital knowledge base they process. Their prominence in AI answers isn't accidental; it's a direct outcome of their real-world application and how that application is discussed and documented online.