Resources
Engineering reports from the team building GoodMem — benchmarks and results on real workloads. Free to read, no sign-up.
GoodMem · TCO Brief
An itemized account of GoodMem's on-disk footprint, priced against measured token savings at current list prices — with an interactive calculator for your own workload.
GoodMem · Benchmark
Controlled A/B benchmark — GoodMem's memory layer cut aggregate token use 28% and reasoning iterations 23%, at no measurable loss of answer quality.
GoodMem · Technical Brief
Ingestion sets the ceiling on RAG quality. On-prem OCR that never leaves your network, and page-image capture across PDF and all three Office formats — Excel included.
GoodMem · Security & Trust Brief
Resource-aware access control, scoped API keys, and a verifiable supply chain on Java and PostgreSQL. Built by ISO 27001-certified PAIR Systems, with its SOC 2 Type II audit in progress.
Direct answers on what GoodMem stores, how retrieval and access control work, deployment and operations, pricing, and the things it deliberately does not do.
Interactive technical brief
An interactive map of the agent stack: what each layer contributes to quality and cost, and the measured evidence for engineering it.
Open the full briefExplore the agent architecture
PAIR trained a 35B-class MoE that outscored GLM‑5.2 on a controlled BI-agent benchmark. It reached 91% of Opus 4.8’s measured quality in medium-thinking mode at 35× lower serving cost.
View model benchmarkZhang et al. report 7.8× more performance variance from harness configuration than model choice. PAIR engineers custom harnesses for GoodMem customers as a service.
GoodMem’s Fine-Tuning automatically derives optimized embedding and reranking models from two inputs: memory content and agents’ access patterns.
View Fine-Tuning studyGoodMem’s Pipeline Optimization automatically selects the best combination of embedders and rerankers for each agent’s unique context.
Controlled tests cut aggregate token burn 28% and agent steps 23%, with no measurable change in quality. Heavy retrieval tasks saved 30–66%.
View memory studyBattle-tested reliability, security, and industry support.
An open data layer with hundreds of deployment paths.
Each colored block links to its evidence in the full brief.
Explore the complete architecture