Original tests
DeepSeek V4.1 Flash vs GPT-6 and Claude: Costs, Benchmarks and Failures
Compare recorded costs, completed trials and failures. Download the saved evidence without rerunning paid tests.
Kingy AI
Find useful AI tools. See what worked in our tests.
Original tests, practical tools and reporting on what changed. Check the evidence and limitations before choosing what to use.
Start here
Browse original tests →Tests and guides worth your time
Hardware guide
Qwen3.8-27B Runs on a Laptop—But Here’s the Hardware You Actually Need
Check the memory, quantization and context tradeoffs before choosing a local Qwen setup.
Practical workflow
Astra Field Guide: Prompts for an App and a Workbook
Work through the app and workbook examples, with prompts and the limits of the evidence kept visible.
What do you need to do?
Start with a task. Each tool explains its supported scope and assumptions.
Compare costs
Estimate API token spending for a workload using the calculator’s price catalog.
Understand limits
Look up documented quotas, reset windows and unknown limits, with source review dates.
Run AI locally
Estimate which cataloged local models fit your hardware and inspect the supporting measurements.
Create video
Draft a video prompt from your scene and production choices.
Prepare narration
Analyze a narration script and prepare pronunciation and delivery guidance for supported profiles.
Troubleshoot
Find a documented failure and its tested correction within the available examples.
Latest reporting
All news and reporting →New on Kingy
Track
Latest intelligence
Verified launches and operational changes. Every card must have been checked within the last three days.
GPT-6 Astra
OpenAI announced GPT-6 Astra on September 3, 2026. Its release describes a staged rollout to ChatGPT Plus, Pro, Business and…
Read launch →Google currently lists no Gemini 2.5 Pro shutdown date
Remove October 16 from internal shutdown plans unless Google publishes a new official date; continue monitoring the Gemini API deprecation table.
Read update →OpenAI Agent Builder shutdown deadline: November 30, 2026
Export and inventory the workflow, choose the Agents SDK or a suitable Workspace Agent, then validate tools, state, permissions, guardrails and rollback before the November 30 shutdown.
Read update →The Kingy Brief
Read or join the Brief →Useful AI work, in one email.
Regular email sending is paused. Browse the preview and archive, or sign up for future editions. No sending schedule is promised.
Evidence standards
How Kingy verifies
The evidence boundary stays visible from source check to published result.
- Source checkedPrimary documentation is linked.
- Kingy testedObserved workflows are identified.
- Limits statedWhat the evidence cannot prove is explicit.
- Commercial ties disclosedPaid relationships and supplied access stay visible.
Inspect the saved prompts, outputs, costs and failures from our September 10 model test. Read the testing and disclosure standards.
Partnerships
Work with Kingy
Explore sponsored videos and distribution, with the relationship and evidence limits disclosed.
Partnership information →Sponsored video
Air Jelly
A retained commercial example with supplied access. The companion page preserves the sponsorship disclosure and the limits of the recorded evidence. Audience reach does not establish product quality or attributable sales.
View the sponsored video and disclosure →