Discount Dynamics: Volume Pricing When Your Costs Refuse to Sit Still
Traditional volume discounts assume marginal cost falls as you scale. In Agentic AI-as-a-Service, it often doesn't, your inference bill can
L. Karlsson · Jun 21, 2026 · 13 min
#agent unit economics
16 articles tagged "agent unit economics".
Cost Attribution in GaaS: How to Charge the Right Customer for Shared Agent Infrastructure
Agentic AI-as-a-Service runs on shared infrastructure, pooled model quotas, a common vector store, a cache every tenant warms, sub-agents t
E. Marchetti · Jun 8, 2026 · 15 min
The GaaS Metrics Dashboard Every Operator Should Actually Be Tracking
Most agent-as-a-service operators are flying a usage-based business with SaaS instruments. That mismatch is why margins erode quietly and fo
N. Adeyemi · May 31, 2026 · 15 min
The GaaS Rule of 40, Reconsidered: Why the SaaS Yardstick Breaks on Agents
The Rule of 40, growth rate plus profit margin should clear 40%, was built for SaaS companies with predictable subscriptions and software-
C. Whitlock · May 24, 2026 · 11 min
The Late-Stage Investor's Agent Due-Diligence Checklist: What to Verify Before You Write the Check
Late-stage diligence on an Agentic AI-as-a-Service (GaaS) company looks nothing like a SaaS data-room exercise. The same dashboards that com
L. Karlsson · May 21, 2026 · 14 min
GaaS Has No MRR Yet, Here's the Metric That Should Replace It
Agentic AI-as-a-Service doesn't fit the MRR mold because its revenue is per-task, lumpy, and tied to outcomes rather than seats or subscript
E. Marchetti · May 6, 2026 · 14 min
The "Default Alive" Math for GaaS Startups: Why Agent Companies Run a Different Survival Equation
Paul Graham's "default alive" test asks a brutal question: at your current growth rate and spending, do you reach profitability before the m
N. Adeyemi · May 4, 2026 · 12 min
How VCs Are Underwriting GaaS Bets Differently From SaaS
Venture investors built a clean playbook for SaaS over fifteen years: predictable seat-based revenue, gross margins north of 75%, and the ru
M. Hale · May 2, 2026 · 13 min
How Tool-Call Costs Stack and Compound in Agent Workflows
Every tool an agent calls drags a tail of tokens behind it: the result gets read back into the model, re-read on the next step, and re-read
L. Karlsson · Apr 26, 2026 · 12 min
Margin-Safe Pricing: How to Pass Through Volatile Inference Costs Without Torching Your Margin
Inference is the one input cost in your business that can swing 50% in a quarter -- in either direction -- and you usually find out after th
J. Okafor · Apr 11, 2026 · 14 min
The Economics of "Unlimited Agent" Plans: Why "All You Can Eat" Is the Riskiest Bet in GaaS
"Unlimited" in agent-as-a-service is a marketing word, not an economic one. Behind every flat-rate "unlimited agent" plan sits a vendor quie
T. Brennan · Mar 27, 2026 · 14 min
The GaaS Infrastructure Cost Stack, Decomposed: Where the Money Actually Goes
Most people assume the model API is the whole cost story for Agentic AI-as-a-Service. It isn't. When you actually decompose a running agent'
E. Marchetti · Mar 24, 2026 · 13 min
What a Healthy GaaS Gross Margin Actually Looks Like in 2026
Software taught a generation of founders that anything below an 80% gross margin was a problem. Agentic AI-as-a-Service breaks that rule, be
M. Hale · Mar 21, 2026 · 15 min
The Hidden Cost of Retries: When One Task Quietly Becomes Fifty Model Calls
A "single task" in an agentic system is almost never a single model call. When an agent hits a malformed tool response, a flaky API, or its
J. Okafor · Mar 16, 2026 · 14 min
The First Credible GaaS Benchmark Report: What It Actually Needs to Contain
Agentic AI-as-a-Service is being sold on vibes and demo videos. There is no shared yardstick, no "agent G2," no Magic Quadrant that measure
S. Bauer · Mar 5, 2026 · 17 min
Reserved vs. On-Demand Compute: The Hidden Lever Behind Every GaaS Margin
Most agent-as-a-service founders obsess over token prices and model choice while ignoring the single biggest swing factor in their cost-to-s
J. Okafor · Feb 22, 2026 · 17 min