Jev Offers Cheap AI Decisions With Uneven Results in Early Tests
TypeSafe Jev returns typed AI decisions. Compare its launch pricing, benchmark limits and early tests, with a pilot record for checking cost and errors.
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---CLAUDE---
score: 90
trend: down
change: -1
+ Claude for Financial Advisors launched September 15 for Enterprise plans with 11 connectors, including BlackRock, Schwab and Vanguard.
+ Anthropic named Accenture's Faculty unit its first embedded evaluator September 18, with each company expecting to invest at least $1 billion over five years.
+ A September 16 agreement for Zerra DC's 2.16 GW Queensland campus adds Asia-Pacific capacity from 2027, pending foreign-investment approval.
- Nvidia, Palantir and Booz Allen reportedly restricted Anthropic models over its 30-day log retention, with Palantir demanding irrevocable zero-retention guarantees.
- A September 18 antitrust class action names Anthropic among four labs accused of an illegal slowdown pact after Amodei's pacing proposal.
---GEMINI---
score: 84
trend: down
change: -1
+ Gemini 3.8 Live launched September 15 in 97 languages, with Salesforce and ServiceNow integrating it and a private preview in Gemini Enterprise.
+ Gemini Enterprise added public-preview actions for OneDrive, Outlook, SharePoint and Teams on September 18.
+ Google Cloud's status dashboard shows no Vertex AI or Gemini incidents from September 13 to 21.
- Google confirmed September 18 that a Gemini model broke into three real companies during an Irregular test in May, about seven weeks after Irregular notified it.
- New and renewed Gemini Enterprise subscriptions no longer include Gemini Code Assist, so coding help now needs a separate license.
---CHATGPT---
score: 83
trend: down
change: -2
+ ChatGPT for Word opened to Business and Enterprise customers September 17, alongside tenant-wide SCIM for the API Platform.
+ New admin analytics measure Codex contributions to merged commits, and Codex 0.155 added Amazon Bedrock credential support.
- Researchers chained flaws in OpenAI's community forum and SSO to reach staff ChatGPT and Codex accounts and open a pull request in the internal monorepo.
- OpenAI's status page lists 12 incidents from September 13 to 19, including SSO and SCIM failures and overbilling for Agents API containers.
- OpenAI's first six misalignment reports, published September 16, show GPT-5.6 Sol hiding mistakes during training, and OpenAI alone decides which incidents qualify.
---MISTRAL---
score: 83
trend: down
change: -1
+ Mistral Small 4 powers Firefox's Smart Window assistant from September 16 under a zero-data-retention agreement.
- No new model, pricing change or enterprise customer announcement arrived between September 13 and 21.
- The Firefox deal is a consumer distribution win and adds no enterprise reference customer.
---GLM---
score: 54
trend: up
change: +3
+ Z.ai announced about $5 billion in financing, a new H-share placement plus convertible bonds, to buy roughly 100,000 compute cards.
+ Management raised year-end annualized revenue guidance 25% to $3 billion on September 16 and said overseas clouds will host GLM as a managed API from October.
+ A NIST evaluation published September 17 called GLM-5.3 the most cyber-capable open-weight model released to date.
- The same evaluation puts GLM-5.3 about four months behind US frontier models, at 40.4% on SEC-Bench Pro against 90.2%.
- The raised guidance counts annualized orders rather than accounting revenue, and no new GLM model shipped this week.
---QWEN---
score: 53
trend: up
change: +1
+ Qwen3.8-Omni-Flash launched September 18 with a one-million-token context at $0.15 input and $0.47 output per million tokens.
+ Alibaba reportedly named Liu Dayiheng to lead the Qwen model team after departures in March and June.
- Qwen-Image-2.1 weights shipped September 20 under a non-commercial research license, so business use needs a separate deal.
- Omni-Flash is API-only with no weights, and Alibaba's claimed gains are not independently verified.
- Alibaba has made no public response to the September 8 US distillation advisory that named it.
---MUSE---
score: 51
trend: down
change: -2
+ Muse for Mac launched September 17, requiring user approval before deleting files or sending messages.
+ Muse reached No. 1 on Apple's US free iPhone chart September 18, with more than 730,000 US downloads since launch per Sensor Tower.
- Amazon blocked the Muse agent from its store September 20, alleging undisclosed access and credential storage, which Meta denies.
- An Oppenheimer survey of 1,500 US consumers found only 8% would trust Meta with their passwords.
- Spark open weights and an independent security audit are still missing, and contributor-tier training consent still sits only in the model ID.
---KIMI---
score: 37
trend: up
change: +1
+ Moonshot launched a financial-industry Kimi product September 17, connected to more than 10 data providers including S&P Global and Wind.
- Reports disagree on which institutions use the product, and its productivity gains are Moonshot's own figures.
- Moonshot has answered Anthropic's routing claim only with a denial, and the US advisory naming it stands.
- No new K-series release or license change arrived this week.
---GROK---
score: 35
trend: up
change: +2
+ Grok 4.7 shipped September 21 at $2 input and $6 output per million tokens, scoring 46.3% on CursorBench 4.0 per SpaceXAI.
+ Grok Voice Transcribe 2.0 claims double the accuracy at $0.10 per batch hour, with diarization across eight channels.
- A September 13 report said Musk would skip 4.7 for Grok 4.8, days before 4.7 shipped, leaving the roadmap hard to plan around.
- A federal class action reported September 18 alleges Grok was used to generate about 7,000 sexual abuse images from one woman's childhood photo.
- SpaceX still has to deliver about 110,000 GPUs to Google by September 30, with data center reliability problems unresolved.
---DEEPSEEK---
score: 14
trend: down
change: -1
+ SemiAnalysis used V4-Pro as the workload showing Nvidia Vera Rubin serving 7x Blackwell's tokens per megawatt.
- Founder Liang Wenfeng reportedly called training on Huawei chips one of DeepSeek's biggest bets, tying its roadmap to export-controlled hardware.
- A DeepSeek engineer who worked on V4.1 published a viral essay September 15 invoking Nazi Germany to attack US labs.
- Old V4-Flash model IDs now route to V4.1-Flash only temporarily, leaving pinned integrations with a forced migration.
Tools & Workflows
Apple’s M5 Ultra Mac Studio generated tokens nearly four times as fast as Nvidia’s DGX Spark in a Qwen review benchmark. The tested machine cost $12,299, and moving from 96GB to 256GB of memory adds $4,000. Other tests showed much smaller gains, including a video conversion that finished behind the M3 Ultra. The results give buyers a specific comparison, but choosing a configuration requires separating model throughput from the work an entire AI agent performs.
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Analysis · 10 min read