Databricks alternativesDatabricks Alternatives: Move Serving, Not the Lakehouse
Databricks took managed Iceberg tables to GA, so the file format is no longer the lock — but external writes are still Private Preview, and the real markup is GPU serving at $5.50 an A100-hour against $2.79 at Lambda. Move the serving, keep the lakehouse.
September 4, 2026 · 19 min readAI inference costNVIDIA Alternatives for Inference: Only Trainium Pays Off
Normalised to dollars per TB/s of memory bandwidth per hour, only AWS Trainium2 beats NVIDIA on a price you can actually get quoted. Google's best inference chip has no published rate, AMD's case dies at hyperscaler pricing, and Intel Gaudi 3 has no successor.
September 3, 2026 · 17 min readClaudeforceClaudeforce Has No Published Price and Two Separate Meters
Claudeforce puts 37 prebuilt sales skills inside Claude, with open beta in September 2026 and no published price. Salesforce meters MCP tool calls against your org's shared daily API allocation; Anthropic bills inference on a separate contract with no ceiling.
August 28, 2026 · 14 min readAssistants APIYour Assistants API Dies Aug 26. Azure's Exit Is Different.
OpenAI and Microsoft both retire the Assistants API on August 26, 2026 — into two incompatible successors. Neither migrates your threads, and OpenAI's own guide warns that the Prompt objects it recommends are deprecated too.
August 11, 2026 · 13 min readSnowflake CortexSnowflake Cortex vs Databricks Mosaic AI: Pick on Exit Cost
Databricks lists 47 servable models to Snowflake's ~30, but Unity Catalog keeps Delta tables read-only to outside engines and Snowflake's own catalog blocks third-party writes outright. Snowflake's exit advantage is narrower than the decks claim: it writes into a catalog you own. On a normalised 10-million-ticket workload the platforms land within 2x of each other; the model tier swings the bill 40x.
August 3, 2026 · 16 min readmodel-agnostic architectureYour AI Vendor Just Became Your Biggest Risk
Microsoft replaced OpenAI with its own models in Excel and Outlook. Anthropic overtook OpenAI at 41% enterprise adoption. Chinese models hit 46% of US API traffic. The AI model market is fragmenting so fast that vendor lock-in is now the highest-risk decision in enterprise tech. Here's the vendor lock-in risk assessment and model-agnostic architecture blueprint every CIO needs.
July 8, 2026 · 14 min readsovereign AIThe Pentagon Went Open-Source AI. Your Lock-In Excuse Just Died.
On July 1, 2026, Palantir CEO Alex Karp told The Information that multiple U.S. government customers — including agencies supporting critical national infrastructure — had switched from proprietary AI models developed by companies like Anthropic to Nvidia's open-source Nemotron alternatives. The agencies that handle the most sensitive data on Earth just decided that open-source AI is good enough. If the national security enterprise can trust open models in air-gapped classified environments, the question every CIO needs to answer isn't whether open-source AI is ready. It's why you're still paying 18x more for proprietary APIs when you don't have to.
July 7, 2026 · 15 min readSpaceX Cursor acquisition$60B Bought Cursor. Your Dev Team Is the Product Now.
SpaceX's $60 billion all-stock acquisition of Cursor is the largest VC-backed startup deal in history. It puts 50% of Fortune 500 developer machines inside Elon Musk's vertically integrated AI empire — from Grok models to Colossus compute to Starlink connectivity. For enterprise engineering leaders, the question is no longer whether to evaluate alternatives. It's how fast. Vendor risk assessment framework and platform decision matrix inside.
June 27, 2026 · 16 min readQualcommQualcomm Spent $4B to Break Nvidia's Lock on Enterprise AI
Qualcomm's $3.92 billion acquisition of Modular — maker of the Mojo language and MAX inference engine — is not a chip deal. It's a direct attack on CUDA, the software platform that has locked 4 million developers and their enterprises into Nvidia's ecosystem for nearly two decades. Combined with a reported $8-10 billion Tenstorrent acquisition, Qualcomm is assembling a $14 billion full-stack alternative for the $255 billion AI inference market. Here's how to assess your own Nvidia lock-in and plan a multi-vendor inference strategy.
June 26, 2026 · 17 min readSAP API policySAP Locks AI Agents Out. Salesforce Opens Every API.
SAP just banned third-party AI agents from its APIs. Salesforce just exposed every capability to them. Two opposite enterprise architecture bets.
May 4, 2026 · 13 min readGPT-6GPT-6 Is Weeks Away. Your AI Strategy Is Not Ready.
OpenAI finished training GPT-6 at its Stargate facility. With 40% reasoning gains and agentic autonomy, enterprise AI strategies face an urgent reckoning.
April 14, 2026 · 12 min read