Sam.ai — AI Cost Strategy
How we make AI-powered features affordable at scale
7×
Cost Reduction
Smart model routing — 70% cheap, 20% mid, 10% premium
30-40%
Additional Savings
Volume partnership deals with Anthropic, OpenAI, Google
~90%
Combined Savings
vs. naive single-model (all-Opus) pricing
Sam.ai doesn't need to run expensive models for everything. Most tasks — page generation, copywriting, product descriptions — use fast, cheap models. Only complex tasks like strategy, debugging, and deep analysis need premium models. This is how we keep costs at $1-10/day per customer while delivering incredible AI experiences.
Model Pricing Comparison
Retail pricing per 1M tokens (as of March 2026)
| Model | Tier | Input / 1M | Output / 1M |
|---|
| Claude Opus | Premium | $15.00 | $75.00 |
| Claude Sonnet | Mid-tier | $3.00 | $15.00 |
| Claude Haiku | Cheap | $0.25 | $1.25 |
| Gemini Flash | Cheap | $0.075 | $0.30 |
| Gemini Pro | Mid-tier | $1.25 | $5.00 |
| GPT-4o | Mid-tier | $2.50 | $10.00 |
| GPT-4o-mini | Cheap | $0.15 | $0.60 |
Smart Routing Strategy
70%
Cheap Models
Gemini Flash · Haiku · GPT-4o-mini
Page builds, copy, descriptions, simple edits
20%
Mid-Tier
Sonnet · Gemini Pro · GPT-4o
Complex content, multi-step workflows
10%
Premium
Claude Opus
Strategy, deep analysis, edge cases
Cost Per Task Comparison
| Strategy | Cost / Task | vs. Opus |
|---|
| Pure Opus | $0.105 | — |
| Pure Sonnet | $0.021 | 5× cheaper |
| Smart Routing | $0.015 | 7× cheaper |
What Customers Get
$30/mo
~$1/day
~2,000
AI tasks / month
$100/mo
~$3/day
~6,660
AI tasks / month
$300/mo
~$10/day
~20,000
AI tasks / month
What does 2,000 tasks look like? Build 10 pages, write 50 product descriptions, generate 100 social posts, optimize 20 email sequences — every single month.
Volume Deal Opportunity
At scale, negotiate enterprise rates with providers:
Google / Gemini
Most aggressive
Scale Projections (40% avg discount)
| Scale | Annual API Spend | Annual Savings |
|---|
| 1,000 customers | $1.8M | $720K |
| 10,000 customers | $18M | $7.2M |
| 50,000 customers | $90M | $36M |
Based on $5/day avg API cost per customer × 365 days
Competitive Moat
This multi-model + volume deal approach means Sam.ai can offer AI features at a fraction of what competitors would pay if they tried to replicate this. The cost advantage compounds with scale — more customers → better volume deals → cheaper per customer → wider moat. Competitors locked into a single model provider can't match this flexibility or pricing.
Current State — Brian's Reference
$100-200/day
Brian's OpenClaw today
16 agents, mostly Opus (power user)
$15-30/day
With smart routing applied
Same OpenClaw, optimized models
$1-10/day
Avg Sam.ai customer
10-50× lighter usage than Brian