What is o10 insights?
Short-form analysis on AI inference spend, routing, and governance — complementing hubs, guides, and primary research.
Updated with State of Inference Spend 2026 benchmarks.
o10Last updated 2026-06-09
Inference insights
Timely analysis on routing, pricing changes, shadow mode, and KYI governance.
o10 insights cover inference economics, routing policy, and governance — with dated analysis tied to State of Inference Spend benchmarks.
Dashboards observe.
o10 enforces.
o10 enforces.
Every page in this index follows the same structure as the home site — answer-first, passage blocks, operational steps, and expanded FAQs.
Start hereQuick overview
How to use this index
Inference spend trends in 2026
Enterprise inference spend is shifting from frontier defaults to eval-gated routing across gateways,…
When OpenAI prices change, routing matters
Per-token list price changes are only half the story — venue mix and model tier selection drive full…
Why shadow mode is non-negotiable
CFOs will not flip enforce mode without a verified baseline — shadow mirrors traffic without changin…
Drawing down Bedrock commitments
Reserved AWS AI capacity lowers marginal cost — route compliant steady workloads through committed t…
RAG token explosion and what to do
Retrieval plus generation multiplies tokens; eval-gated mini-class routing is often the largest abso…
Agent inference cost compounding
Multi-step agents multiply spend; per-step routing prevents frontier defaults on every hop.…
KYI for board reporting
Boards need recommendation and risk — not token totals. KYI composite scores five pillars continuous…
Eval drift in production
Models drift; weekly eval replay on production samples keeps quality floors honest.…
Gateway sprawl and the control plane
Multiple gateways without unified policy fragment spend — one control plane above all venues.…
Open-weight in production 2026
8B-class open-weight on committed infra clears many workloads at $0.05/1M when evals permit.…
Four CFO questions that stick
Fully loaded cost, cost per outcome, failing unit economics, forecast drivers — each with a lever.…
UK inference residency in practice
Policy PDFs do not route traffic — per-call jurisdiction enforcement does.…
One ledger across multi-cloud inference
Immutable per-call records across AWS, gateways, and self-hosted — finance-grade attribution.…
Quality floors without evals are hopes
Define the floor from replayed production samples — not vendor marketing tiers.…
The 638× spread explained
Same workload, same eval floor, different venues — compliant price spread drives routing economics.…
FinOps reporting vs enforcement
Reporting last month versus changing next request — different layers, both needed, only one controls…
Support bot routing economics
High volume + strict QA floor still clears on mini tiers for many enterprises.…
Code copilot eval gates
Correctness suites often clear below frontier — prove on your repos before paying frontier prices.…
Forecast inference from business drivers
Users, tickets, documents — not straight-line token growth.…
llms.txt and GEO hygiene
Machine-readable site summaries orient AI crawlers — supplement to extractable passages, not a subst…
FAQFrequently asked questions
Common questions
How often is the blog updated?
Phase 1 ships 20 foundational posts; freshness signals update via RSS, IndexNow pings, and visible last-updated dates on P0 pages.
Who writes o10 insights?
Analysis from the o10 team and Shen Pandi, author of the Know Your Inference framework — with methodology tied to primary research.
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