Prompt/catalog management & governance: established
Retrieval & knowledge management: strong
Safety/PII redaction & policy controls: established
AWS Bedrock
Agentic workflows (tool use, evaluators): established
GenAI content (assistants, guardrails): established
Hallucination/testing harnesses: partial
Multimodal inputs/outputs: partial
Observability (cost/latency/quality): established
Prompt/catalog management & governance: partial
Retrieval & knowledge management: partial
Safety/PII redaction & policy controls: established
OpenAI GPT
Agentic workflows (tool use, evaluators): partial
GenAI content (assistants, guardrails): partial
Hallucination/testing harnesses: limited
Multimodal inputs/outputs: partial
Observability (cost/latency/quality): limited
Prompt/catalog management & governance: partial
Retrieval & knowledge management: partial
Safety/PII redaction & policy controls: established
AI21 Jamba LLM
Agentic workflows (tool use, evaluators): partial
GenAI content (assistants, guardrails): partial
Hallucination/testing harnesses: not documented
Multimodal inputs/outputs: not documented
Observability (cost/latency/quality): partial
Prompt/catalog management & governance: limited
Retrieval & knowledge management: partial
Safety/PII redaction & policy controls: established
Dataiku
Agentic workflows (tool use, evaluators): partial
GenAI content (assistants, guardrails): partial
Hallucination/testing harnesses: not documented
Multimodal inputs/outputs: limited
Observability (cost/latency/quality): limited
Prompt/catalog management & governance: partial
Retrieval & knowledge management: limited
Safety/PII redaction & policy controls: partial
Azure OpenAI Service
Agentic workflows (tool use, evaluators): partial
GenAI content (assistants, guardrails): established
Hallucination/testing harnesses: limited
Multimodal inputs/outputs: partial
Observability (cost/latency/quality): limited
Prompt/catalog management & governance: not documented
Retrieval & knowledge management: partial
Safety/PII redaction & policy controls: partial
Spindle AI
Agentic workflows (tool use, evaluators): established
GenAI content (assistants, guardrails): partial
Hallucination/testing harnesses: partial
Multimodal inputs/outputs: partial
Observability (cost/latency/quality): limited
Prompt/catalog management & governance: not documented
Retrieval & knowledge management: limited
Safety/PII redaction & policy controls: not documented
Cognitiv Deep Learning DSP
Agentic workflows (tool use, evaluators): not documented
GenAI content (assistants, guardrails): limited
Hallucination/testing harnesses: not documented
Multimodal inputs/outputs: limited
Observability (cost/latency/quality): not documented
Prompt/catalog management & governance: not documented
Retrieval & knowledge management: not documented
Safety/PII redaction & policy controls: not documented
GenLayer
Agentic workflows (tool use, evaluators): not documented
GenAI content (assistants, guardrails): not documented
Hallucination/testing harnesses: not documented
Multimodal inputs/outputs: not documented
Observability (cost/latency/quality): not documented
Prompt/catalog management & governance: not documented
Retrieval & knowledge management: not documented
Safety/PII redaction & policy controls: not documented
Employee distribution across active platforms
1k_5k: 3 platforms
201_1k: 3 platforms
51_200: 3 platforms
5k_20k: 2 platforms
over_20k: 7 platforms
Not reported: 25 platforms
Revenue distribution across active platforms
100m_1b: 2 platforms
1b_10b: 3 platforms
25m_100m: 1 platforms
5m_25m: 1 platforms
over_10b: 8 platforms
under_5m: 2 platforms
Not reported: 26 platforms
Recent milestones from leading platforms
Spindle AI: Salesforce to Acquire Contentful, Adding a Native Content Layer to Its AI-Driven Customer 360 Stack (2026-06-03) — Salesforce has signed a definitive agreement to acquire Contentful, the composable content platform used by more than 4,800 brands to deliver personalized digital experiences at...
Anthropic Opus: Anthropic's valuation surges to $965 billion, surpassing OpenAI (2026-05-29) — May 29, 2026 ... The new valuation after the series H funding round puts Anthropic ... Anthropic logo is seen in this illustration taken March 1, 2026.
OpenAI GPT: OpenAI to confidentially file for IPO as soon as Friday: Source - CNBC (2026-05-20) — May 20, 2026 ... OpenAI to confidentially file for IPO as soon as Friday: Source. Published Wed, May 20 2026 ... file a draft of its IPO prospectus as soon as ...
Anthropic Opus: Anthropic has acquired the dev tools startup used by OpenAI ... (2026-05-18) — May 18, 2026 ... Anthropic announced Monday it has acquired Stainless, a startup founded by former Stripe engineer Alex Rattray whose software is widely used ...
Anthropic Opus: Anthropic acquires Stainless (2026-05-18) — May 18, 2026 ... Anthropic created MCP to make agent connectivity possible. By bringing together the Stainless and Anthropic teams, the Claude Platform continues ...