Research-AI

What Research-AI does

Research-AI (legal entity PigeonLine Inc.) is a Canadian SaaS company headquartered in Toronto that provides a text analytics platform for analyzing large volumes of unstructured feedback from citizens, customers, and employees. The platform is designed for government agencies, research institutions, and enterprises that require statistically defensible, audit-ready insights — a customer base that includes Service Canada / ESDC, Bank of Canada, NASDAQ, the London School of Economics, the Prime Minister's Office of the UAE, Region of Peel, Government of Yukon, and multiple international airports. The technology stack is built on a three-layer validation-first architecture: deterministic dictionary and lemma matching, analyst-trained logistic regression classifiers, and constrained GenAI used only for narrative synthesis after statistical validation; self-hosted BERT transformer models are deployed for customers requiring on-premise data control.

The product surface includes an interactive dashboard, a self-hosted audit-trail reporting layer, an enterprise REST API (v1.10), and ML model tracking and version control (v1.11). Data is stored on Canadian servers with two-key encryption, and the platform is certified to SOC 2 Type II, GDPR, PIPEDA, and UK Cyber Essentials standards, with on-premise deployment available for regulated buyers. Go-to-market is hybrid: enterprise sales-assisted demos for government and large accounts, plus a freemium self-serve tier for individual users; pricing is offered as individual, enterprise, modular/concurrent, and white-label licenses with 30-day enterprise trials.

Distribution is global, with channel partnerships extending reach — notably GovMetric for 100+ UK local councils and ICCS CitizenFirst for Canadian municipalities — and case studies spanning airport customer experience (Singapore Changi, Incheon, Heathrow, Rome Fiumicino, Mumbai CSMIA), research institutions (LSE, UT Austin, CRIC, Signal49 Research), and finance (Bank of Canada, NASDAQ). The company has been bootstrapped since inception with a team of 1–10 employees.

Name

Research-AI

Legal name

PigeonLine Inc.

Website

https://research-ai.io

Company type

Private

Founded year

2020

Operating status

Operating

Headcount range

1–10 employees

Short description

Research-AI is a Canadian SaaS platform that analyzes unstructured citizen, customer, and employee feedback for governments, research institutions, and enterprises. It uses a validation-first hybrid of deterministic analysis, analyst-trained ML, and constrained GenAI to deliver audit-ready insights.

Ownership category

akta.pro rank

Product category

AI-Powered Text Analytics Software

NAICS

Marketing Research and Public Opinion Polling (541910), Marketing Research and Public Opinion Polling (54191)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

Quantitative Research & Survey Analytics (Survey Design, Sampling, Statistical Modeling) (MPAAALAF)

akta.pro secondary industries

Enterprise AI Governance, Risk & Compliance Platforms (Model Risk, Audit, Policies) (HDAEANAE), AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA)

Keywords

• Text analytics software
• Feedback analysis platform
• Natural language processing
• Citizen experience intelligence
• Qualitative research automation

Headquarters

HQ city

Toronto

HQ country

Canada

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

1. SaaS Platform Subscription: Subscription-based access to ResearchAI platform with tiered licensing options including unlimited-user licensing for organizations. Freemium access for first-time individual users with enterprise-grade paid tiers for organizations.
2. Enterprise Licensing: Organizations can obtain licenses including 'teaching' license (demo users, project sharing) and 'research' license (team member access with full features and team sharing). Modular licenses allowing multiple concurrent licenses.

Pricing tiers

Go-to-market motion1 record

Distribution channels4 records

Marketing channels7 records

Core offering

ResearchAI is a validation-first AI text analytics SaaS platform that ingests thousands of open-ended survey, complaint, social media, employee, and ticketing responses and converts them into statistically defensible, audit-ready themes, sentiment metrics, drivers, and outliers. Its offering combines deterministic dictionary/lemma matching, analyst-trained logistic regression models, and constrained GenAI used only after validation, with enterprise-grade privacy, Canadian data sovereignty, and modular licensing for governments, enterprises, research institutions, and market research firms.

Differentiator

Problem solved

Functional benefit

Products and services

• ResearchAI Platform Validation-first AI text analytics SaaS platform that ingests thousands of open-ended feedback responses (citizen comments, complaints, surveys, social media, support tickets, employee feedback) and converts them into statistically defensible themes, sentiment, drivers, and outliers for government agencies, enterprises, and research institutions.
• CitizenFirst (ICCS White-Label Benchmarking Service) White-labelled benchmarking service for public-sector organizations, powered by ResearchAI's text analytics platform, that compares citizen experience delivery aspects across peer governments and produces detailed benchmarking reports in minutes rather than weeks.

Quantifiable outcome

• 31.5% of negative reviews contained failure demand signals — preventable contacts generated by service system failures
• +5 more outcomes

Named customers16 records

Segments6 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration4 records

AI capability6 records

Feature7 records

Partnerships

Four partnerships are on record, tiered core and flagship.

• GovMetriccoreChannel Partner/ Reseller/ DistributorPartnership bringing validation-first citizen feedback intelligence to over 100 UK local councils. GovMetric's established government service delivery relationships extend ResearchAI's reach into the UK local government market with compliant data sovereignty arrangements.
• ICCS (Institute for Citizen-Centred Service)coreStrategic or Co-development PartnerIntegration with ICCS Common Measurements Tool (CMT) framework — 20+ years of validated citizen expectation measurement. ResearchAI's Failure Demand frameworks map to CMT dimensions, enabling connection between unstructured citizen signal and standardized measurement vocabulary Canadian government has been building for two decades.
• CitizenFirst (ICCS)coreOEM/ Whitelabel/ Licensing PartnerICCS's not-for-profit CitizenFirst benchmarking service is white-labelled with ResearchAI, enabling governments to compare granular service delivery aspects to peers through detailed reports produced in minutes vs the previous 6-week turnaround.
• London School of EconomicsflagshipStrategic or Co-development PartnerLSE uses ResearchAI as an interactive learning tool in e-courses training professionals in Natural Language Processing and transformative technologies. Provides hands-on NLP experience without statistical or data-science training required. Extended into actionable workshops for business managers.

Scale indicators7 records

Recent moves6 records

Expansion highlights6 records

Broad incumbents

• Medallia: Medallia is a leading enterprise CX analytics platform with strong text analytics, speech analytics, and VoC capabilities. Similar to ResearchAI, it processes unstructured feedback at scale, but operates as a broad enterprise suite rather than a methodology-led, validation-first platform for government and audit-ready use cases.
• Qualtrics: Qualtrics is the dominant enterprise experience management platform offering survey, text analytics, and CX/EX benchmarking. It competes broadly with ResearchAI across text analytics for customer and employee feedback, but is a generation-first, large-portfolio player rather than a validation-first specialist targeting public sector defensibility.
• Forsta (formerly Confirmit): Forsta is an experience and research technology platform offering survey, text analytics, and CX/EX solutions with strong public sector and B2B research heritage. Comparable to ResearchAI for survey-driven feedback analysis, but as a broad enterprise incumbent rather than a methodology-led specialist.
• Clarabridge (now part of Qualtrics): Clarabridge was a CX-focused text analytics platform before its acquisition by Qualtrics. It is a direct comparable to ResearchAI's thematic analysis and sentiment categorization, but ships as part of a much broader enterprise suite rather than a standalone, validation-first platform.

Regional players

• GovMetric: GovMetric is a UK-based citizen feedback platform for local government, and a research partner/reseller for ResearchAI in the UK council market. Comparable in target customer (UK local government) and citizen feedback domain, but distinct in product (transactional feedback collection vs. deep text analytics).

Direct peers

• Thematic: Thematic is an AI-powered text analytics platform focused on customer feedback, reviews, and surveys. It is a direct competitor to ResearchAI on thematic analysis of unstructured feedback, with similar emphasis on user-driven themes and customer voice analytics, though without ResearchAI's validation-first public sector positioning.
• InMoment: InMoment is a CX intelligence platform combining survey, text analytics, and AI-driven insights for enterprise and public sector clients. It directly overlaps with ResearchAI on open-ended feedback analysis and VoC analytics, though it is a broader incumbent with significantly larger scale.
• Wonderflow: Wonderflow is a feedback analytics platform that uses NLP to analyze unstructured customer feedback from surveys, reviews, and support tickets. It is a direct comparable to ResearchAI in product functionality, with overlap in target use cases (CX, VoC, sentiment, driver analysis), though it serves primarily B2B commercial clients rather than public sector.

Emerging players

• Canvs AI: Canvs AI is an emotion and text analytics platform specialized for open-ended survey responses and customer feedback. It overlaps with ResearchAI's sentiment and thematic analysis on survey text, though it is primarily a consumer-research-oriented emerging player rather than a public sector specialist.
• Keatext: Keatext is an AI text analytics platform for customer and employee feedback, with a focus on combining quantitative and qualitative signals. It is comparable to ResearchAI's text analytics capabilities and feedback analysis use cases, but positioned as a smaller B2B commercial-focused player.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks7 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/25166569

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Research-AI