Media / Articles

Articles

Reporting, analysis and practical guides, with the evidence and limits beside each claim.

View results

dotSuper / Articles

Articles

Reporting, analysis and practical guides, with the evidence and limits beside each claim.

327 results
playbook · Oct 1, 2026 · 9 min read

ChatGPT Dots for SMBs: Five Workflows Worth Piloting, Four to Avoid

Where an always-on agent could help a small team, where it should not act alone, and how to measure a 30-day pilot without confusing activity for value.

guide · Oct 1, 2026 · 8 min read

How to Set Up a ChatGPT Dot Without Over-Connecting Your Business

A practical first-dot setup guide: eligibility, a bounded responsibility, app permissions, custom rules, review cadence and a two-week acceptance test.

briefing · Oct 1, 2026 · 7 min read

ChatGPT Dots Explained: What the Always-On Agent Actually Does

OpenAI's new dot can keep track of ongoing work between chats. Here is what it does, who can access it, and where human review still matters.

Original dotSuper diagram of a first Jev workflow: prepare state, ask a typed question, inspect an answer and review before acting.
Hands-on getting-started guide · Sep 24, 2026 · 7 min read

How to Start Using Jev AI

A practical first Jev workflow: try the Playground, create a bounded question, call the API, read confidence and add a safe review path.

Three example business queues for Jev: customer intake, quality issue triage and procurement exception routing, each leading to a reviewable next step.
Research-backed practical guide · Sep 24, 2026 · 6 min read

Jev AI Use Cases for Business Operations

Three concrete Jev pilot ideas for support, manufacturing quality and procurement, with decision rules and human-review safeguards.

Evaluation funnel showing that vendor-reported benchmark results should be tested on local cases and judged by accepted business work.
Research-backed practical guide · Sep 24, 2026 · 6 min read

How Fast Is Jev? Reading the Benchmark Claims

TypeSafe reports major Jev speed and cost gains. Here is what its benchmark measures, where it is favorable and how to test your own workflow.

Three-lane diagram showing an LLM generating open-ended text, Jev selecting bounded answers and application code controlling actions.
Research-backed practical guide · Sep 24, 2026 · 6 min read

Jev vs LLM Structured Outputs: Which Should You Use?

A practical comparison of Jev and JSON-output LLMs for classification, routing, extraction and complex business workflows.

A three-step diagram: business state enters a bounded question, Jev returns a typed decision, and application code decides the next action.
Research-backed practical guide · Sep 24, 2026 · 6 min read

What Is Jev? A Decision Model, Not a Chatbot

Jev turns bounded questions about business data into typed decisions. Learn what it does, what it cannot do, and where it might fit.

Original dotSuper comparison graphic listing Claude Opus 5.5 and GPT-6 Astra, Sol and Luna with a task-based evaluation rule.
Research-backed practical guide · Sep 23, 2026 · 5 min read

Claude 5.5 vs GPT-6: Which Fits?

A practical comparison of Claude Opus 5.5, GPT-6 Astra, GPT-6 Sol and GPT-6 Luna for research, coding and business workflows.

Original dotSuper graphic showing Opus 5.5 launch, Anthropic’s typical cost claim and the recommendation to test complete workflows.
Research-backed practical guide · Sep 23, 2026 · 5 min read

Claude Opus 5.5: What Changed?

Anthropic released Opus 5.5 on 22 September 2026. Here is what its price, safeguards and performance claims mean for teams choosing an AI model.

Original dotSuper graphic showing a four-stage AI agent control workflow from read to recommend, approve and act.
Research-backed practical guide · Sep 23, 2026 · 5 min read

AI Agents Need Clear Boundaries

New Opus 5.5 and GPT-6 Astra releases highlight stronger agents. Here is a practical permission and review design for business use.

Original dotSuper workflow graphic for a voice agent: identify context, retrieve a source, answer and review.
Research-backed practical guide · Sep 23, 2026 · 5 min read

Gemini 3.8 Live: Voice Agents at Work

Google launched Gemini 3.8 Live and Extended Thinking in September 2026. Explore practical uses and pilot controls for voice agents in operations.