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In episode 5 of This New Way, Aydin sits down with Liam Martin, co-founder of Time Doctor and Running Remote, to explore how AI is reshaping team productivity, SaaS economics, and the future of work. Liam shares how his team replaced $40K/year worth of employee engagement software with open-source AI tools — and how their internal R&D lab, Chainsaw, is building the future of workforce analytics.
You’ll hear how Time Doctor uses AI to reclassify productivity metrics by job role, how AI has changed their approach to product-market fit, and why they’re betting on proprietary agents as the next evolution of workplace tools. Liam also shares his personal tech stack, insights on open-source AI models like DeepSeek, and how he's replacing Google with LLMs in his day-to-day workflow.
You’ll walk away with practical ideas for how to reduce SaaS spend, empower your R&D teams, and get ahead of AI's disruptive force in remote work and beyond.
Click here to check out the AI-generated timestamps, episode summary and transcript.
. . .
Like this episode? Be sure to leave a ⭐️⭐️⭐️⭐️⭐️ review and share the episode with someone who will benefit from listening.
. . .
TIMESTAMPS
00:36 Liam’s McGill story and how he accidentally left academia
02:45 The early days of remote work and building Time Doctor
05:57 What Time Doctor actually does (and how AI is changing it)
08:08 How AI reclassified productivity by job type
11:03 Could product-market fit collapse due to AI?
13:44 Building the Chainsaw team
20:02 Replacing Google with LLMs
24:35 Why proprietary AIs might need to be “pushy,” not polite
28:03 Don’t wait for economics — just solve the problem
29:45 What’s coming next in the AI cost curve
35:58 GPT customizes slide decks based on personality types
39:07 Build complex no-code apps with just a prompt using Lovable
43:46 Engineers may be more disrupted by AI than customer service
TOOLS & RESOURCES MENTIONED
AI Tools & Models
DeepSeek OCR → replaced paid OCR tools, cutting costs by 90%
Do Browser (Chrome extension) → automates browser actions like a human
LM Studio → runs open-source LLMs like DeepSeek and Claude locally
Claude (Anthropic) → used for AI-based task delegation
OpenAI GPT-4 / Operators → tested against open-source alternatives
Internal Innovation & AI Systems
Chainsaw R&D Team → focused on building from scratch, not optimizing
Workforce Analytics with AI → redefining productivity dynamically by role
AI-driven feature decisions → testing new models before looking at ROI
OCR Video Analysis → used to assess best vs worst execution of tasks
Philosophies & Frameworks
“Build a chainsaw, not a sharper axe” → rethink, don’t just improve
“Solve one customer’s problem perfectly” → from Y Combinator playbook
Personal AI-first workflows → replacing search with LLMs
4.8
3838 ratings
Subscribe at thisnewway.com to get the step-by-step playbooks, tools, and workflows.
In episode 5 of This New Way, Aydin sits down with Liam Martin, co-founder of Time Doctor and Running Remote, to explore how AI is reshaping team productivity, SaaS economics, and the future of work. Liam shares how his team replaced $40K/year worth of employee engagement software with open-source AI tools — and how their internal R&D lab, Chainsaw, is building the future of workforce analytics.
You’ll hear how Time Doctor uses AI to reclassify productivity metrics by job role, how AI has changed their approach to product-market fit, and why they’re betting on proprietary agents as the next evolution of workplace tools. Liam also shares his personal tech stack, insights on open-source AI models like DeepSeek, and how he's replacing Google with LLMs in his day-to-day workflow.
You’ll walk away with practical ideas for how to reduce SaaS spend, empower your R&D teams, and get ahead of AI's disruptive force in remote work and beyond.
Click here to check out the AI-generated timestamps, episode summary and transcript.
. . .
Like this episode? Be sure to leave a ⭐️⭐️⭐️⭐️⭐️ review and share the episode with someone who will benefit from listening.
. . .
TIMESTAMPS
00:36 Liam’s McGill story and how he accidentally left academia
02:45 The early days of remote work and building Time Doctor
05:57 What Time Doctor actually does (and how AI is changing it)
08:08 How AI reclassified productivity by job type
11:03 Could product-market fit collapse due to AI?
13:44 Building the Chainsaw team
20:02 Replacing Google with LLMs
24:35 Why proprietary AIs might need to be “pushy,” not polite
28:03 Don’t wait for economics — just solve the problem
29:45 What’s coming next in the AI cost curve
35:58 GPT customizes slide decks based on personality types
39:07 Build complex no-code apps with just a prompt using Lovable
43:46 Engineers may be more disrupted by AI than customer service
TOOLS & RESOURCES MENTIONED
AI Tools & Models
DeepSeek OCR → replaced paid OCR tools, cutting costs by 90%
Do Browser (Chrome extension) → automates browser actions like a human
LM Studio → runs open-source LLMs like DeepSeek and Claude locally
Claude (Anthropic) → used for AI-based task delegation
OpenAI GPT-4 / Operators → tested against open-source alternatives
Internal Innovation & AI Systems
Chainsaw R&D Team → focused on building from scratch, not optimizing
Workforce Analytics with AI → redefining productivity dynamically by role
AI-driven feature decisions → testing new models before looking at ROI
OCR Video Analysis → used to assess best vs worst execution of tasks
Philosophies & Frameworks
“Build a chainsaw, not a sharper axe” → rethink, don’t just improve
“Solve one customer’s problem perfectly” → from Y Combinator playbook
Personal AI-first workflows → replacing search with LLMs
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