Orange Gate

What Orange Gate does

Orange Gate Labs, the operating brand of Orange Gate Consulting Inc., is a founder-led research, tools, and consulting firm headquartered in Toronto, Canada and operated by Janneke Ritchie. The firm studies how conversational AI shapes human judgment, with a specific focus on the credibility mechanisms — fluency, social cues, prompt mirroring, measured hallucination — that cause humans to over-trust AI outputs. Orange Gate Labs commercializes this research through three integrated surfaces: an original-research Lab that houses proprietary analytical tools (BE Prompt Mirror, which detects prompt mirroring, and BE Classifier, which scores AI responses across six dimensions of the Believability Effect framework), paid keynote and workshop engagements ('The Illusion of Intelligence' keynote and 'Practicing Human Judgement in the Age of AI' workshop) booked via email for organizations deploying AI in consequential contexts, and a writing practice distributed through the firm's website and a Substack newsletter, including the AI Accidents Rogues' Gallery case-study series.

The underlying technology is research- and tooling-centric rather than model-centric: BE Prompt Mirror takes a prompt/response pair and tags words from the prompt that reappear in the AI output with researcher validation and CSV export, while BE Classifier scores responses across three sociality dimensions (context fit, dialogue, warmth) and three expertise dimensions (structure, reasoning, confidence), using both AI-generated and human-overridable scores. The firm does not build foundation models; it evaluates outputs from third-party systems (ChatGPT, Gemini, Claude). Business model is professional-services driven — keynote fees and bespoke workshop engagements — with no publicly disclosed pricing or catalog, and no software monetization layer in market today, although shareable versions of the research tools are described as in development. The customer segment is defined horizontally as organizations deploying AI in real decision-making contexts, rather than by industry vertical. Historical work, including the HestaHub aging-in-place concept showcased at Collision 2019 and the Saffi and Elly robot coworker prototypes for large financial institution clients, anchors the firm's longer arc in human-machine interaction research.

Operationally, Orange Gate Labs is small (1-10 employees), privately held by its founder, with no disclosed outside investors, board members, or institutional capital. Distribution is event- and content-driven rather than sales-driven: conference keynotes, the AI Accidents gallery, and the founder's Substack newsletter act as top-of-funnel assets that feed into direct, email-based bookings for keynote and workshop engagements across a global geographic reach.

Name

Orange Gate

Legal name

Orange Gate Consulting Inc.

Website

https://orangegatelabs.com/

Company type

Private

Founded year

2014

Operating status

Operating

Headcount range

1–10 employees

Short description

Orange Gate Labs is a founder-led research, tools, and consulting firm studying how conversational AI shapes human judgment, offering proprietary Believability Effect research tools, signature keynotes, and workshops to organizations deploying AI in real decision-making contexts.

Ownership category

akta.pro rank

Product category

AI Consulting and Human-AI Interaction Research

NAICS

Management Consulting Services (54161), Other Scientific and Technical Consulting Services (541690)

SIC

Services-Management Consulting Services (8742), Services-Engineering, Accounting, Research, Management (8700)

akta.pro primary industry

Safety, Alignment & Content Moderation (Guardrails, Red Teaming) (HDAAACAI)

akta.pro secondary industries

AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF), Model Security Testing & Red Teaming (adversarial ML, jailbreaks) (HDAAAKAC)

Keywords

• AI judgment research
• Conversational AI analysis
• Human-AI interaction
• AI keynote speaking
• AI workshop facilitation

Headquarters

HQ city

Toronto

HQ country

Canada

HQ region

North America

Markets served

GTM type

B2B

Offering type

Services

Cost components

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

Revenue model

1. Speaking engagements and keynotes: The company offers signature keynote presentations such as 'The Illusion of Intelligence' for conferences, corporate events, and organizations. These are fee-based engagements for audiences working with AI in real-world contexts.
2. Workshops: Interactive workshops on practicing human judgement in the age of AI, offered as pilot engagements tailored to organizations and contexts.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels5 records

Core offering

Orange Gate Labs is a research, tools, and consulting firm that studies how conversational AI shapes human judgment. It delivers signature keynotes and interactive workshops for organizations working with AI in real-world decision-making contexts, and produces research tools (BE Prompt Mirror and BE Classifier) that surface mechanisms by which AI outputs influence trust and credibility. The practice is anchored by founder Janneke Ritchie's original research and is operated as a founder-led consulting entity.

Product overview

Orange Gate Labs is a research and tools company focused on human judgment in the age of AI. Its offerings center on original research into conversational AI's effects on human perception and decision-making, complemented by two analytical tools — the BE Prompt Mirror (which identifies prompt mirroring in AI responses) and the BE Classifier (which scores responses across six Believability Effect dimensions). The company also produces the AI Accidents Gallery documenting deceptive AI patterns, delivers speaking engagements including the signature keynote 'The Illusion of Intelligence' and workshops on practicing human judgment, and produces written content through essays and field notes. Legacy work includes HestaHub, a smart home aging-in-place concept.

Differentiator

Problem solved

Functional benefit

Products and services

• The Illusion of Intelligence (Signature Keynote) A signature keynote presentation examining how AI systems project confidence beyond their competence and how that shapes human judgment. Delivered as an interactive session where participants evaluate AI outputs in real time. Targeted at conferences, corporate events, and organizations working with AI in real-world contexts.
• Practicing Human Judgement in the Age of AI (Workshop) Interactive workshop building on The Illusion of Intelligence concepts, focusing on how they manifest in real work contexts. Participants examine how decisions are made, where judgment shifts, and where over-trust can emerge when using AI outputs. Offered as pilot engagements tailored to organizations.
• AI Accidents Gallery A curated public gallery documenting real examples of how conversational AI can mislead, confuse, or quietly reshape thinking. Includes cases such as The Measured Hallucination (invented facts presented thoughtfully), The Mirror Trap (reflecting user assumptions without question), and The Sneak (introducing new ideas not in the prompt). Serves both as educational content and as a lead-generation asset for speaking opportunities.

Segments1 record

Ideal customer profiles1 record

Technology focussed No

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability4 records

Feature2 records

Recent moves6 records

Expansion highlights4 records

Market position

Strengths4 records

Weaknesses4 records

Competitive moat3 records

Key risks6 records

Key highlights5 records

Customer concentration

• LinkedInlinkedin.com/company/orange-gate-consulting-inc.
• Xx.com/OrangeGate

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 Orange Gate