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#1199Raw Data with Rob Collie71.0 / 100Get badge
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AI & DataNEW this period

Raw Data with Rob Collie

Hosted by P3 Adaptive

Raw Data with Rob Collie breaks down the complex world of AI into practical actions for modern business leaders. With co-host Justin Mannhardt and expert guests, the show uses real stories to deliver clarity and confidence to turn your data into real business value.

237 episodes · publishes weekly · latest 2026-06-30 · ~35 min/episode

Rank

#1199

Substance

71.0

/ 100

Breakdown

Scored 2026-07
Updated monthly

AI & Data rank

#123 of 495

Best B2B AI & Data Podcasts →

Across the index

#1199 of 6182

Substance

Top 19%

outscores 81% of the index

Why it scores where it does

Raw Data with Rob Collie ranks #1199 on The B2B Podcast Index with a substance score of 71.0 out of 100, scored across 1 recent episode. It scores highest on specificity & evidence and insight density. The personal usage cost estimate ($200/month subscription vs. $6-7k/month at API rates) and the website audit example with 20 findings and one false positive are the most concrete data points and genuinely useful. The rest of the episode trades in speculation and rough analogies rather than named benchmarks, pricing tiers, or hard business metrics.

The five-dimension breakdown

Averaged across 1 recently scored episode, with cited evidence.

Insight Density

15.0 / 20

The episode has a genuine core insight about subscription-to-per-token pricing as a deliberate strategic trap, and the development-vs-deployment cost split is useful for operators. However, the density is low - much of the runtime is scheduling chat, pilings anecdotes, and meandering speculation rather than actionable observations.

“The whole time they were sitting on just an absolute ace card, which is we'll just declare the newest version of our things to be not covered by subscription.”

“I do think this also kind of uniquely precious in the development space...you're developing software, you're developing websites, you're developing new systems and that's where a lot of intensive token usage happens.”

Originality

14.0 / 20

The 'checkmate' framing of Anthropic's subscription strategy is a moderately fresh take, and the OpenAI 'fake high ground' competitive angle shows some independent thinking. But the discussion stays largely reactive to news rather than building a first-principles argument, and no contrarian position is really defended.

“The whole time they were sitting on just an absolute ace card, which is we'll just declare the newest version of our things to be not covered by subscription.”

“Or they can choose to temporarily fake like they're taking the high ground and say, oh, we think that's dirty pool...when they're really saying, we think bait and switch comes a little bit later.”

Guest Caliber

13.0 / 20

Both participants are genuine practitioners who daily-drive these tools and are building real products, which gives their usage data credibility. However, there is no actual guest - it is two co-hosts from the same small firm - and neither brings executive-scale deployment experience or research depth that would elevate the conversation beyond informed hobbyist territory.

“I've had a skill in claw that I've been using for, gosh, probably over a year now called daily planning.”

“The Pathfinder product that I've mentioned to you that we're building. We had this big milestone feature set that we want to get through”

Specificity & Evidence

16.0 / 20

The personal usage cost estimate ($200/month subscription vs. $6-7k/month at API rates) and the website audit example with 20 findings and one false positive are the most concrete data points and genuinely useful. The rest of the episode trades in speculation and rough analogies rather than named benchmarks, pricing tiers, or hard business metrics.

“Oh, probably six to seven...But we're small, right? We're just like a two. Like we're a small company. I would imagine for P3. Like, I could see so times that number by 50”

“There's maybe 20 key findings and maybe one of them was bad.”

Conversational Craft

13.0 / 20

Rob does ask for a concrete example ('All right, give me an example') and circles back to a missed follow-up from a prior episode, which shows some intentionality. But the conversation is almost entirely two people agreeing with each other, no claim is challenged, and questions rarely push past the surface of a topic before the thread drifts.

“All right, give me an example.”

“I regret it afterwards, not asking you about that. But, like, in what ways did you perceive Opus 4.7 to be wacky?”

Standout episodes

  • The End of All You Can Eat AI

    2026-06-30

    71

Rank over time

First period on the Index - history builds from here.

Episodes

1 scored on substance · 60 tracked in total.

  • The End of All You Can Eat AI

    2026-06-30 · 24 min

    71 / 100

Frequently asked

What is Raw Data with Rob Collie's substance score?
Raw Data with Rob Collie scores 71.0 out of 100 for substance and ranks #1199 on The B2B Podcast Index. That puts it ahead of 81% of the B2B podcasts we rank and #123 of 495 in AI & Data. The score reflects insight density, originality, guest caliber, specificity and conversational craft across recent episodes - not downloads.
Is Raw Data with Rob Collie worth listening to?
Yes - Raw Data with Rob Collie outscores 81% of the B2B ai & data podcasts and shows we rank on substance, so a ai & data operator is likely to come away with something useful.
Who hosts Raw Data with Rob Collie?
Raw Data with Rob Collie is hosted by P3 Adaptive.
How often does Raw Data with Rob Collie publish?
Raw Data with Rob Collie publishes weekly, has 237 episodes, released its most recent episode on 2026-06-30.
Which Raw Data with Rob Collie episode should I start with?
Our highest-scoring recent episode is "The End of All You Can Eat AI" (71/100) - a good place to start.

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Guests who've appeared

Justin

Topics this show covers

The themes that come up most across this show's episodes.

Claude Opus 4.8Claude Opus 4.7Claude/Fable 5Open-weight modelsAnthropic subscription pricing modelper-token metered pricingexport controls on AI modelscode audits with AIClaude code toolmodel specialization

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