evaluoi.ai
AI-driven Impact Intelligence platform for organizations to define, measure, and prove outcomes of investments.
Website: https://www.evaluoi.ai/
Cover Block
Public sources
| Attribute | Value |
|---|---|
| Name | evaluoi.ai |
| Tagline | AI-driven Impact Intelligence platform for organizations to define, measure, and prove outcomes of investments. [evaluoi.ai, retrieved 2026] |
| Headquarters | Finland |
| Founded | 2025 |
| Stage | Pre-Seed |
| Business Model | SaaS |
| Industry | Deeptech |
| Technology | AI / Machine Learning |
| Geography | Western Europe |
| Growth Profile | Venture Scale |
| Founding Team | Solo Founder |
| Funding Label | Pre-seed |
| Total Disclosed | ~$15,500 [F6S] |
Links
Public sources
- Website: https://www.evaluoi.ai/
- LinkedIn: https://www.linkedin.com/company/evaluoi-ai-oy-ltd
Executive Summary
Public sources evaluoi.ai is a Finland-based, founder-led software startup developing an AI-driven "Impact Intelligence" platform, aiming to solve a critical and growing problem in enterprise transformation: proving the measurable outcomes of investments in AI, development, and organizational change [evaluoi.ai, retrieved 2026]. Founded in 2025 by Kaisa Vaittinen, the company's core product is a no-code SaaS workflow that combines goal-setting, metric construction, and longitudinal analysis, using AI and advanced statistics to allow non-experts to create credible measurement instruments [LinkedIn, retrieved 2026].
Vaittinen's methodological background in psychometrics, measurement theory, and behavioral-intervention design forms the technical foundation of the platform, which is designed to measure difficult-to-observe human and organizational change [evaluoi.ai, retrieved 2026]. The company has raised a minimal amount of capital, reported as $15.5k from Jani Valkonen and two other investors, positioning it in a very early pre-seed stage with a planned launch in late 2025 [F6S].
Its inclusion in a 2026 deep-tech showcase shortlist indicates external validation of its technical approach, though commercial traction and named customer deployments are not yet public [Arctic Startup, September 2026]. Over the next 12-18 months, the key watchpoints will be the conversion of pilot interest into initial paying customers, the validation of its no-code workflow with its target professional segments, and the company's ability to scale beyond its current solo-founder operational model.
Lightly corroborated -- Core product claims and team background are confirmed by company and LinkedIn sources; the funding figure is from a single unverified listing.
Taxonomy Snapshot
| Axis | Classification |
|---|---|
| Stage | Pre-Seed |
| Business Model | SaaS |
| Industry / Vertical | Deeptech |
| Technology Type | AI / Machine Learning |
| Geography | Western Europe |
| Growth Profile | Venture Scale |
| Founding Team | Solo Founder |
| Funding | Pre-seed (total disclosed ~$15,500) |
How the Company Got Here
Public sources
Evaluoi.ai is a 2025 Finnish startup founded by Kaisa Vaittinen to build a platform for measuring human and organizational change. The company, legally registered as evaluoi.ai Oy Ltd, is headquartered in Finland and operates as a solo-founder venture [evaluoi.ai, retrieved 2026] [LinkedIn, retrieved 2026]. Its public narrative frames the founding as a response to a methodological gap: organizations invest in technology and development programs but lack the tools to credibly measure their impact on people and processes [evaluoi.ai, retrieved 2026].
The company's early development milestones are sparse but specific. A planned platform launch was announced for December 1, 2025 [LinkedIn, retrieved 2026]. By September 2026, the company had gained external recognition, being shortlisted among 40 companies in the "Quantum, Future Computing & Deep Data Systems" category of a global deep-tech showcase [Arctic Startup, September 2026]. Founder Kaisa Vaittinen also presented on agent orchestration for non-technical founders at a local tech meetup that same month, indicating active engagement with the developer community [Sajal Choudhary blog, September 2026].
Lightly corroborated -- Key dates and entity details are confirmed by the company's own materials and a regional news outlet. The founding narrative is sourced from the company website. The reported funding amount is from a single, unverified listing.
Product and Technology
Sources and analysis
The product is an AI-driven platform designed to formalize the measurement of organizational change, a process often left to intuition or basic surveys. Evaluoi.ai proposes a structured, no-code workflow where users can define goals, construct validated metrics, design interventions, and analyze results over time [evaluoi.ai, retrieved 2026]. The core promise is to enable credible measurement of difficult-to-observe outcomes, such as the impact of a leadership training program or the adoption of new AI tools like Microsoft Copilot, by applying principles from psychometrics and statistics [emergent-reality.com, retrieved 2026].
Technically, the platform uses AI alongside established algorithms to automate complex analyses like polychoric correlations and Item Response Theory (IRT) modeling, tasks that typically require statistical expertise [evaluoi.ai, retrieved 2026]. A key feature is its stated ability to communicate uncertainty in ways that aid decision-making, framing statistical confidence as a practical tool rather than an academic output [evaluoi.ai, retrieved 2026]. The company's planned launch was set for December 1, 2025, as announced on its LinkedIn showcase [LinkedIn, retrieved 2026].
Public details on the underlying tech stack are limited. The founder's presentation on "agent orchestration for a non-technical founder" suggests a reliance on contemporary AI agent frameworks and no-code/low-code tools to build and operate the platform [Sajal Choudhary blog, September 2026]. The product's current state appears to be a founder-led build, with commercial availability and specific feature completeness not yet publicly demonstrated through customer case studies.
Lightly corroborated -- Product claims are sourced from company materials; technical implementation and launch status are based on a single source announcement.
Where the Demand Sits
Public sources The demand for credible impact measurement is accelerating as organizations face mounting pressure to demonstrate the tangible return on investments in technology, development, and social programs, not just the initial adoption or spend.
Quantifying the total addressable market for a specialized impact intelligence platform is challenging, as it intersects several established and emerging sectors. The company's own materials target NGOs, impact organizations, consultants, HR and learning-and-development teams, researchers, executive-education providers, and publicly funded programs [evaluoi.ai, retrieved 2026]. A comparable, adjacent market for corporate learning and development software was valued at approximately $50 billion globally in 2023, with forecasts suggesting a compound annual growth rate of 15% through 2030 [Fortune Business Insights, 2023]. The market for Environmental, Social, and Governance (ESG) and sustainability reporting software, another adjacent sector focused on measurement and disclosure, was estimated at $1.3 billion in 2024 and is projected to grow at over 20% annually [Verdantix, 2024]. These analogous markets suggest a substantial and expanding SAM for tools that help organizations measure complex outcomes.
Several demand drivers are converging. The rapid adoption of generative AI tools like Microsoft Copilot and ChatGPT has created a new wave of transformation initiatives where traditional metrics of access and usage fail to capture changes in employee capability or business performance [F6S]. This creates a specific wedge for evaluoi.ai's stated use case. More broadly, a regulatory and philanthropic push for outcome-based funding and evidence-based policy is forcing NGOs and public programs to move beyond output reporting to prove impact. Simultaneously, corporate functions like HR and L&D are under increasing pressure to show a quantifiable link between training investments and business results, a long-standing challenge in the field.
Key substitute markets include traditional survey platforms (e.g., Qualtrics, SurveyMonkey), basic data visualization tools, and manual consultancy services. The differentiation for an impact intelligence platform lies in integrating the methodological rigor of psychometrics and advanced statistics into an automated, no-code workflow, aiming to replace a combination of disparate tools and expert labor [evaluoi.ai, retrieved 2026]. Macro forces are broadly supportive, including the EU's Corporate Sustainability Reporting Directive (CSRD) and similar frameworks globally, which mandate deeper disclosure of social impact. However, these regulations currently focus more on environmental metrics, leaving the 'S' in ESG as a less standardized, but growing, area of focus.
Corporate L&D Software (2023) | 50 | $B
ESG Reporting Software (2024) | 1.3 | $B
The chart illustrates the scale of two adjacent markets, highlighting the significant economic activity in sectors where measuring human and organizational outcomes is a core, if often inadequately served, requirement. The growth trajectories of these markets indicate a receptive environment for a specialized solution.
Lightly corroborated -- Market sizing relies on analogous third-party reports; specific TAM for impact intelligence is not publicly defined by the company.
Competitive Landscape
Sources and analysis Evaluoi.ai enters a fragmented market for impact measurement, where its primary competition is not a single startup but a collection of manual processes, consulting firms, and point-solutions that address parts of its proposed workflow.
No named competitors were identified in the available public sources, making a direct comparison table impossible. The competitive analysis must therefore be constructed from the product's stated function and the broader market context.
- Manual and Consultative Incumbents. The baseline alternative for measuring organizational change, especially in fields like HR, L&D, and public program evaluation, is a manual process often led by specialized consultants or internal analysts. These engagements rely on custom survey design, statistical analysis in tools like SPSS or R, and bespoke reporting. The edge here is deep contextual expertise and high-trust relationships, but the process is slow, expensive, and not scalable. This is evaluoi.ai's most direct displacement target.
- Survey and Analytics Platforms. General-purpose tools like Qualtrics, SurveyMonkey, and Google Forms are used to collect feedback but lack the structured frameworks for constructing valid measurement instruments or analyzing intervention effectiveness. They provide the data collection layer without the methodological guardrails or longitudinal analysis evaluoi.ai proposes to automate [evaluoi.ai, retrieved 2026].
- Adjacent SaaS for Specific Verticals. Platforms like 15Five (employee engagement) or Culture Amp (people analytics) offer standardized surveys and benchmarking for specific HR use cases. Their differentiation is in aggregated benchmark data and HR-specific workflows, not in a generalizable framework for measuring any type of behavioral or organizational change intervention.
- Emerging AI Evaluation Tools. A nascent category of startups is beginning to focus on measuring the business impact of AI adoption itself. While not directly named, these would represent a head-on competitor for evaluoi.ai's stated use case in evaluating AI transformation projects [F6S].
Evaluoi.ai's stated defensible edge rests on its proprietary methodological framework, not on its AI or software alone. The 'Evaluoi Framework' claims grounding in psychometrics, measurement theory, and behavioral-intervention design [evaluoi.ai, retrieved 2026]. For a buyer lacking statistical expertise, this packaged methodology could be the primary value driver, reducing the risk of drawing invalid conclusions from their data. This edge is durable if it is effectively productized into a smooth, no-code workflow that becomes the de facto standard for rigorous impact measurement. It is perishable if the framework remains abstract or if a well-funded competitor with distribution acquires similar academic expertise and replicates it.
The company's most significant exposure is its lack of commercial distribution and the high switching costs inherent in its category. Incumbent consultancies own the client relationships and the trust required for sensitive organizational diagnostics. A platform like Qualtrics, with its vast enterprise footprint and existing survey workflows, could decide to layer on similar methodological automation, leveraging its distribution to capture the market. Furthermore, evaluoi.ai's solo-founder structure and minimal capital base [F6S] limit its ability to fund rapid product development or a sales push, making it vulnerable to being out-executed by a better-resourced team.
In the most plausible 18-month scenario, evaluoi.ai's success hinges on proving its framework with a handful of lighthouse customers in a specific niche, such as evaluating executive education programs or EU-funded social innovation projects. The winner in this scenario is the company that first demonstrates a clear return on investment (ROI) case study,proving that using its platform leads to better, faster, and cheaper impact reports than the manual alternative. The loser is any generic player that fails to move beyond data collection into credible analysis; a survey tool that adds a few 'AI insights' dashboards without methodological rigor would fail to capture the high-value decision-making layer evaluoi.ai targets.
Lightly corroborated -- Competitive analysis is inferred from product claims and market structure; no direct competitor data is publicly available.
Opportunity
Public sources
The prize for evaluoi.ai is establishing the measurement standard for the multi-trillion-dollar global impact economy, a market where proving value is a prerequisite for capital allocation but current tools are insufficient.
The headline opportunity is to become the category-defining platform for credible impact measurement, analogous to what Salesforce became for CRM or what Tableau became for business intelligence. This outcome is reachable because the company's wedge is not just another analytics dashboard, but a methodological framework grounded in psychometrics and measurement theory [evaluoi.ai, retrieved 2026]. The core problem it addresses, proving the outcomes of investments in human and organizational change, is a persistent pain point for NGOs, corporate ESG teams, and public funders managing transformation programs [F6S]. By packaging advanced statistical rigor into a no-code SaaS workflow, evaluoi.ai could become the default tool for organizations that need to move beyond vanity metrics and demonstrate causal impact with statistical confidence.
Growth is not a single path, but could unfold through several concrete scenarios, each with identifiable catalysts.
| Scenario | What happens | Catalyst | Why it's plausible |
|---|---|---|---|
| The Enterprise AI Transformation Partner | The platform becomes a mandatory module for any large-scale AI adoption (e.g., Copilot, custom agents) to measure ROI and behavioral change. | A landmark partnership with a major systems integrator (e.g., Accenture, Deloitte) or a cloud provider's consulting arm. | The company explicitly targets measuring AI and technology transformations where usage data alone is insufficient [F6S]. Its deep-tech showcase recognition suggests technical credibility in this domain [Arctic Startup, September 2026]. |
| The Regulatory & Reporting Standard | Evaluoi's methodology is adopted as a compliance framework for publicly funded programs (EU grants, development aid) or corporate sustainability reporting. | Inclusion in a major funder's (e.g., European Commission, World Bank) request for proposal (RFP) as a recommended or required tool. | The founder's background is in the social and educational sciences, a common pathway into policy and evaluation circles [LinkedIn, retrieved 2026]. The product's focus on construct validity and credible measurement aligns directly with regulatory demands for auditability. |
Compounding for evaluoi.ai would manifest as a data and methodological moat. Each new organization that designs interventions and measurement instruments within the platform contributes to a proprietary dataset of what works, for whom, and under what conditions. This repository of validated constructs and effective intervention designs would become increasingly difficult for a new entrant to replicate. The flywheel starts when early adopters, such as consultancies or executive-education providers, standardize their client reporting on the platform, creating a distribution lock-in as their entire client ecosystem adopts the same measurement language.
The size of the win can be framed by looking at a credible comparable. Qualtrics, a platform for experience management and data collection, was acquired by SAP for $8 billion. While Qualtrics serves a broader market, its core value was also in systematizing the measurement of intangible human factors (experience, sentiment). If evaluoi.ai executes on the "Regulatory & Reporting Standard" scenario and captures a meaningful portion of the global impact measurement and evaluation market, a valuation in the hundreds of millions to low billions is a plausible outcome (scenario, not a forecast). This scale is supported by the sheer volume of capital, estimated in the trillions annually, flowing into ESG, development aid, and corporate transformation initiatives that require rigorous outcome proof.
Lightly corroborated -- The opportunity analysis is based on the company's stated product capabilities and target markets, which are well-documented. The growth scenarios are extrapolations from these stated aims; their plausibility is supported by the company's focus and early recognition, but specific catalysts remain prospective.
Sources
Public sources
[evaluoi.ai, retrieved 2026] evaluoi.ai | Impact Intelligence: Prove What Changed , https://www.evaluoi.ai/
[LinkedIn, retrieved 2026] evaluoi.ai Oy Ltd , https://www.linkedin.com/company/evaluoi-ai-oy-ltd
[F6S] evaluoi.ai , https://www.f6s.com/companies/finland/espoo/lo
[Arctic Startup, September 2026] 40 deeptech startups and research spin-offs shortlisted … , https://arcticstartup.com/global-deep-tech-showcase-awards-shortlist/
[emergent-reality.com, retrieved 2026] evaluoi.ai | Impact Intelligence Platform for Proving Outcomes , https://www.emergent-reality.com/
[Sajal Choudhary blog, September 2026] Vibe Coding September Meetup , https://sajalchoudhary.net/blog/vibe-coding-september-meetup/
[Fortune Business Insights, 2023] Corporate Learning and Development Software Market , https://www.fortunebusinessinsights.com/industry-reports/corporate-learning-and-development-software-market-101842
[Verdantix, 2024] ESG & Sustainability Reporting Software Market , https://www.verdantix.com/report/esg-sustainability-reporting-software-market
Articles about evaluoi.ai
- Evaluoi.ai Wants to Prove Your AI Investment Actually Worked — The Finnish startup is packaging psychometrics into a no-code platform to measure the messy human change behind digital transformation.