RagMetrics validates GenAI agent responses, detects hallucinations, and accelerates deployment with rapid GenAI evaluations, scoring, and monitoring.
RagMetrics validates GenAI agent responses, detects hallucinations, and accelerates deployment with rapid GenAI evaluations, scoring, and monitoring.
Problem the Founders Are Solving
Problem the Founders Are Solving
"
As companies adopt RAG, they expect hallucination-free AI — instead they face:
Irrelevant / partial context retrieval
LLMs hallucinating with confidence
No way to score grounding or relevance
No metrics for retrieval impact or faithfulness
No standard benchmarks for RAG pipelines
80% of hallucinations originate at the retriever — not the model. This leads to fragile AI systems, broken chatbots & unstable enterprise deployments.
Approach to Building the RagMetrics Engineering Team
01
Understanding RagMetrics’ Vision & Constraints
We first aligned with the founders on:
The depth of evaluation required
Compatibility across models & pipelines
Future plans for enterprise-grade reliability
Expected performance benchmarks
This shaped the architecture and set the hiring bar.
02
Precision Talent Selection
RagMetrics is an engineer’s playground—so we assembled a team built for complexity:
Backend engineers with strong distributed systems experience
AI/LLM engineers experts in evaluation & pipeline design
Full-stack engineers capable of clean analytic dashboards
Data engineers skilled in vector search, embeddings, and retrieval tuning
No generic hiring. Only pipeline-minded engineers.
03
Pre-Deployment Upskilling (Our Moat)
Every engineer went through WhatBytes’ custom RAG curriculum, tailored to RagMetrics:
Retrieval evaluation methodology
Hallucination taxonomy
LLM-as-a-judge frameworks
Prompt evaluation design
Metrics instrumentation
RAG orchestration patterns
This meant engineers started Day 1 already aligned with the domain.
04
Forming a High-Compatibility Team
We curated a team with balanced strengths:
Senior AI engineers to lead RAG evaluation frameworks
Data/backend engineers to build scalable ingestion & scoring services
UI/UX engineers to craft performance dashboards
This created forward velocity and long-term code health.
05
48-Hour Integration Sprint
We orchestrated a rapid kickstart:
Repo + environment setup
Architecture walkthrough
Metric definition sessions
First evaluation pipelines
Early scoring prototypes
By the end of Week 1, the team was shipping measurable impact.
Building something disruptive? Let’s talk.
Building something disruptive? Let’s talk.
Building something disruptive? Let’s talk.
Scedule Call
Scedule Call
Scedule Call
See our work come to life through our portfolio companies
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Build
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Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
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Developed
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See our work come to life through our portfolio companies
Design
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Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
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Developed
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See our work come to life through our portfolio companies
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Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
✨Connect to Content
Add layers or components to infinitely loop on your page.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
See our work come to life through our portfolio companies
Design
Build
Developed
Revolutionizing AI with Ragmetrics
RagMetrics helps LLM application builders like you prove ROI by setting up scalable evaluations. You can use it to win new customers, raise capital and make data-driven engineering decisions.
See our work come to life through our portfolio companies
Design
Build
Developed
Podnion: Pioneering the Future of Podcasting with AI-Driven Automation
In a groundbreaking project, WhatBytes collaborated with Podnion, an emerging podcasting platform in Australia, to redefine podcast consumption and distribution.
See our work come to life through our portfolio companies
Design
Build
Developed
Navigating Recruitments with Rec Gen
Rec Gen places top sales and executive talent in pre-IPO Cybersecurity and SaaS companies.
See our work come to life through our portfolio companies
Design
Build
Developed
Shatterpoint is the AI-native operating system for modern wealth teams - automating onboarding, portfolio analysis, and client reporting so advisors can scale trust, not headcount.
See our work come to life through our portfolio companies
Design
Build
Developed
Preview & Analyze all your ads in one place
For brands and agencies struggling to understand what messages and creatives are working best/worst for all your segments, across multiple ad platforms.
Do you have an idea? Let’s Talk!
WhatBytes is all about mixing tech smarts with creative flair.
We take tricky tech puzzles and turn them into smooth, cool digital stuff.
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See how we turn ideas into reality!
@2024 Whatbytes. All rights reserved.
357 Bay St., Toronto, ON M5H 4A6, Canada
Do you have an idea? Let’s Talk!
WhatBytes is all about mixing tech smarts with creative flair.
We take tricky tech puzzles and turn them into smooth, cool digital stuff.
Contact us
See how we turn ideas into reality!
@2024 Whatbytes. All rights reserved.
357 Bay St., Toronto, ON M5H 4A6, Canada
Do you have an idea? Let’s Talk!
WhatBytes is all about mixing tech smarts with creative flair.
We take tricky tech puzzles and turn them into smooth, cool digital stuff.
Contact us
See how we turn ideas into reality!
@2024 Whatbytes. All rights reserved.
357 Bay St., Toronto, ON M5H 4A6, Canada