№ 01 Verdicts & guides
Verdicts and guides, by pillar.
Every page below comes from work on the AI Jungle fleet: guides on how to choose, and verdicts once a tool has run long enough to judge.
PILLAR 1
Self-hosted AI at real cost
Self Hosted LLM in 2026: An Operator's Guide
Compare self hosted LLM routes for 2026 with a decision sheet, full cost equation, evidence checklist, recovery record, and exit plan.
Read →02 · 2026-10-20Best AI Model Hosting 2026: Managed, GPU or Self-Hosted?
Choose AI model hosting by workload, data path, operator, recovery and exit needs across managed APIs, GPU platforms, private cloud and local routes.
Read →03 · 2026-10-15Open WebUI Review 2026: What to Know Before Hosting It
Open WebUI remains not tested by us. This is a source-based deployment guide, not our test verdict.
Read →04 · 2026-10-07Private AI: A Boundary Guide for Small Firms
Private AI is a boundary claim. Map where prompts, files, inference, logs, identity, and admin access go before choosing an approach.
Read →05 · 2026-10-04Best Self Hosted AI Agents in 2026
Hermes Agent is our tested pick. OpenHands, n8n, Dify and Flowise remain untested by us.
Read →06 · 2026-10-03Private AI is an operating boundary, not a label
A private system gives one firm a dedicated operating instance. The useful questions are where records live, who can read them, who can change permissions, and what leaves with you.
Read →07 · 2026-10-03BYOK gives you a revocable model credential
Bring your own key means the model account and credential remain under your control. You can see usage, rotate the key and revoke it without waiting for the software vendor.
Read →08 · 2026-10-03Price the whole operation, not only the subscription
The subscription is one cost. Add model usage, the server, connected tools, owner review time, maintenance and the cost of incorrect actions.
Read →09 · 2026-10-01Self-hosted AI for consulting firms: start with one workflow
Self-hosted AI fits a consulting firm when one workflow, its data path, operator, approvals, upkeep and exit are mapped first. Test one workflow first.
Read →10 · 2026-09-23Self-hosted AI agents: who owns the operation?
Self-hosted AI agents suit a firm that must keep its data path, model and exit; SaaS wins on speed. Test both on workload, upkeep, ownership and exit.
Read →11 · 2026-09-18AI Agent Hosting: Who Owns the Runtime?
Host an AI agent by giving compute, model access, files, secrets, logs, backups and recovery to one named operator, managed or on your own server.
Read →12 · 2026-09-14Self Hosted GPT Means Open Weights, Not ChatGPT
A self-hosted GPT is an open-weight model on hardware you control; ChatGPT stays with OpenAI. What you must own: model, files, logs, access, recovery.
Read →13 · 2026-09-13Local AI agents: what runs locally and what do you own?
A local AI agent keeps its model and data on your machine; tools and connections may not. Map each part before choosing private, hybrid or managed.
Read →14 · 2026-08-30Self Hosted AI Server: Setup and Maintenance
Set up a self hosted AI server with clear boundaries, then plan access, updates, backups, recovery, support, and ongoing maintenance.
Read →15 · 2026-08-20On Premise AI Platform: A Workload Decision Sheet
Evaluate an on premise AI platform by workload, hardware, data path, operator and acceptance tests. Use this local, cloud and hybrid decision sheet.
Read →16 · 2026-08-18What Is AI Hosting, and Which Boundary Should You Choose?
Compare AI hosting by model, runtime, data, tools and control boundaries. A practical guide for private and sovereign AI buyers.
Read →17 · 2026-08-10Host Your Own AI: What You Actually Own
Map the model runtime, agents, data, tools, network and operating responsibility before you choose a private AI box.
Read →PILLAR 2
Agents and automation
Best Free AI in French 2026: six assistants, one French test
Best free AI to write in French in 2026: Claude Free passed 29 of 30 checks on our French test, Gemini 13 of 15. Free limits, voice and data for six assistants.
Read →02 · 2026-10-17n8n Self Hosted: Production-Readiness Guide
Only self-host n8n if named operators own updates, backups, TLS/security, monitoring, and recovery; otherwise choose managed. Not tested by us.
Read →03 · 2026-10-14Claude Code vs Codex: use the coordinator, the executor, or both
Claude Code vs Codex: use Claude Code for interactive framing, Codex for bounded execution, or both for separate building and review.
Read →04 · 2026-10-06How to choose a no code ai agent builder you can operate
Choose a no code ai agent builder by operating responsibility, permissions, logs, export, and handover. An editorial guide, not a hands-on test.
Read →05 · 2026-10-04Personal AI agents: choose the control boundary
Hosted, local and hybrid personal AI agents differ on data, tool rights, approvals, memory and how you stop them. Compare the three on those points.
Read →06 · 2026-10-03Govern actions before adding more agents
Start with identities, scopes and approval rules. An agent that drafts a quote does not need permission to send it or change a price.
Read →07 · 2026-09-30AI agent architecture: an operator review packet
Review an AI agent architecture across five layers. Trace requests, tools, data, permissions, approvals, failures, logs, stops, and handover ownership.
Read →08 · 2026-09-29AI Automation Agency or Owned Workspace 2026: Who Runs It?
An AI automation agency keeps delivery duty; an owned workspace gives you admin rights and handback. Compare ownership, duty, evidence, scope and exit.
Read →09 · 2026-09-22AI Automation Services: A Buyer’s Scope Sheet
Choose AI automation services by defining the first workflow, its human approval boundary, and who owns the operating environment and handoff.
Read →10 · 2026-09-17How Should a Boutique Firm Choose an AI Agent Platform?
Pick an AI agent platform by deciding who owns its runtime, files, permissions, logs and recovery before comparing SaaS, private cloud and self-hosted.
Read →11 · 2026-09-11What Is AI Agent Orchestration and How Should You Operate It?
Define AI agent orchestration, compare documented patterns, choose a framework or operated service, and map routing, state, permissions, logs and recovery.
Read →12 · 2026-09-04AI Agent Workflow: Build a Control Map Before You Connect Tools
Map permissions, approvals, evidence and stop conditions before connecting tools in an AI agent workflow for a boutique firm.
Read →13 · 2026-09-03AI Agent Integration: The Control Map for Consulting Firms
Plan AI agent integration around systems, credentials, approvals, evidence, tests, rollback, and exitability for a boutique consulting firm.
Read →14 · 2026-07-13What Is AI Automation? A Guide for Boutique Firms
AI automation runs a task end to end through an agent. The types that exist, and how a dedicated setup differs from a shared platform on data and exit.
Read →PILLAR 3
Open-source alternatives
Infisical review: the runtime secrets manager we keep separate from human passwords
Infisical is an open-source platform for managing secrets, certificates and secure infrastructure access, according to its official introduction.
Read →02 · 2026-10-23Coolify vs Dokploy: An Operator's 2026 Decision Guide
Coolify vs Dokploy has no universal winner: keep your proven operating loop unless an equal test shows a concrete reason to switch.
Read →03 · 2026-10-181Password vs Bitwarden: Which Password Manager Fits Your Team?
Compare 1Password and Bitwarden by operating model, self-hosting responsibility, evidence boundaries, recovery, migration, and team fit. Not tested by us.
Read →04 · 2026-10-16Coolify Review 2026: Production Lessons
Coolify review from the AI Jungle production fleet: Git deployments, ownership boundaries, failure lessons, pricing, and who should self-host it.
Read →05 · 2026-10-11DocuSign alternatives in 2026: a small-team buyer's guide
Six alternatives plus DocuSign. Our self-hosted fleet choice is DocuSeal; evaluate open-source Documenso; use hosted services if you will not run infrastructure.
Read →06 · 2026-10-10Calendly alternatives: choose the operating model first
AI Jungle keeps one existing self-hosted Cal.com deployment; Cal.diy is the official open-source path for new deployments and is not tested by us.
Read →07 · 2026-10-09Vaultwarden review: why we keep it in our operator stack
We keep Vaultwarden for human-entered and recovery credentials alongside a separate runtime secret manager.
Read →08 · 2026-09-10Open-Source AI Agent Platform: An Owner's Guide
An open-source AI agent platform pays off when you can check its code, models, tools, data, operations and portability. A table to compare them.
Read →09 · 2026-09-07Self hosted AI starter kit: lab or maintained private service?
Choose a self hosted AI starter kit with practical checks for ownership, access, updates, recovery, hardware, and production scope.
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