Provide a best in class estimate of the EBITDA and EBITDA margins for the following companies, decoposed by top line revenue, operarting expenses with tech and headcount broken out, depreciation, and other expenses, noting that they are private companies so you will need to do a lot of deep dives and research. • LinqAlpha • Fabricated Knowledge
White smoke — a verdict was reached, no dissent.
The Answer
LinqAlpha is estimated to generate $5.5–7.0M in revenue with negative EBITDA of roughly -$2.4M to -$3.1M (margin -40% to -60%), while Fabricated Knowledge is estimated to generate $0.9–1.0M in revenue with positive EBITDA of roughly $420k–5…
The Reasoning
Closing positions — one sentence per speaker (free tier)
Notable challenges
Sources
The Panel
Gemini 3.1 Pro
DeepSeek V4 Pro
GPT-5
Magistral Medium
Grok 4
Claude Opus 4.7