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Model

Frontier lab valuation to run-rate multiple

emerging45/95 confidence, limited or vaguegrade Cleading

1What this measures

Sum of frontier labs' latest post-money valuations divided by the sum of their latest annualised run-rates, at each new valuation date, from Epoch's press-compiled rounds and revenue reports. Derived metric post_money_to_arr_multiple.

Why it matters. The market's expected-rent multiple for the model layer. Thirty to forty times says durable rents are priced in; compression toward software multiples says commoditisation is.

Proxy types
capital_flow, price
Unit
ratio
Cadence
quarterly

2How we track this

  • derived metric post_money_to_arr_multiple (formula in the semantic layer)

Direction over 3 periods, dead-band 3.00×; higher = concentrating.

Three valuation events; a move under 3x is noise in press-reported run-rates. Rising = the market pricing more durable rents into the labs.

Applied to metric:post_money_to_arr_multiple.

3Tracker interpretation

Run-rates lag valuations by months, so the multiple overstates when revenue is growing fast; the direction is still informative.

4Evidence

Direction over the last 3 periods; the band is ±3.00× around the window's first point. Higher reads concentrating.

Latest point
28.3×as of 2026-06-16(10 obs)
Value the bands apply to
28.3×as of 2026-06-16(10 obs)

48 observations. Hollow points are disputed (see counterevidence). Every point links to its observation.

Derived rows (25)
as ofdimsvalueinputs
2026-06-1628.3×obs:0b7cf79eobs:143dcf3eobs:2cac0c7b+7 more
2026-05-2828.3×obs:0b7cf79eobs:143dcf3eobs:2cac0c7b+7 more
2026-04-2426.4×obs:0b7cf79eobs:143dcf3eobs:45e20d18+7 more
2026-04-2026.4×obs:06c3e282obs:0b7cf79eobs:143dcf3e+7 more
2026-03-3132.9×obs:0b7cf79eobs:143dcf3eobs:4910df35+7 more
2026-02-2740.4×obs:0b7cf79eobs:143dcf3eobs:206dd060+7 more
2026-02-1225.6×obs:0b7cf79eobs:143dcf3eobs:206dd060+7 more
2026-01-0823.6×obs:0b7cf79eobs:143dcf3eobs:1add6dd3+7 more
2026-01-0623.5×obs:143dcf3eobs:1add6dd3obs:206dd060+5 more
2025-09-0935.3×obs:0dfac555obs:1add6dd3obs:2412462c+5 more
2025-09-0234.8×obs:0dfac555obs:1add6dd3obs:2412462c+5 more
2025-08-0128.2×obs:0dfac555obs:115eff74obs:2412462c+5 more
2025-06-3038.8×obs:115eff74obs:2412462cobs:46820cf0+5 more
2025-03-3153.0×obs:115eff74obs:1f3af8f3obs:69de1ab8+3 more
2025-03-0337.6×obs:115eff74obs:23de4adeobs:86a3b429+3 more
2024-11-2052.6×obs:23de4adeobs:86a3b429obs:958b6124+3 more
2024-10-0242.9×obs:23de4adeobs:b0f4ee44obs:b6fc0cb8+1 more
2024-06-1121.8×obs:aad9c438obs:b0f4ee44obs:b6fc0cb8+1 more
2024-05-2721.8×obs:aad9c438obs:b0f4ee44obs:b6fc0cb8+1 more
2024-02-2721.8×obs:aad9c438obs:b0f4ee44obs:b6fc0cb8+1 more
2024-01-1121.8×obs:aad9c438obs:b0f4ee44obs:b6fc0cb8+1 more
2023-12-1122.5×obs:21955e53obs:64e39594obs:ba753e36+1 more
2023-06-13135×obs:ba753e36obs:c8281312
2023-05-23135×obs:ba753e36obs:c8281312
2023-04-26135×obs:ba753e36obs:c8281312

5Status and reasoning

emergingsince 2026-09-10 · evaluate

Epoch's compilation of press-reported rounds and run-rates: the frontier labs' summed post-money over summed run-rate was 33x at end-March 2026, 26x after the April valuations and 28x after Anthropic's May Series H ($965B post-money on a $47-65B run-rate). Three events inside the 3x dead band read stable, but a single tier-5 source caps the status at emerging until a second compilation (or filings) corroborates. Initial seed.

6Timeline notes

  • 2026-06-16 · 28.3×as of 2026-06-16(10 obs)
  • 2026-05-28 · 28.3×as of 2026-05-28(10 obs)
  • 2026-04-24 · 26.4×as of 2026-04-24(10 obs)
  • 2026-04-20 · 26.4×as of 2026-04-20(10 obs)
  • 2026-03-31 · 32.9×as of 2026-03-31(10 obs)
  • 2026-02-27 · 40.4×as of 2026-02-27(10 obs)

7Counterevidence

What cuts against this reading

Single source (Epoch's compilation of press reports); run-rates annualise one month; post-money valuations include committed but undrawn capital.

8Update history

  1. 2026-09-10unmeasured to emergingconf 45 · evaluate

    Epoch's compilation of press-reported rounds and run-rates: the frontier labs' summed post-money over summed run-rate was 33x at end-March 2026, 26x after the April valuations and 28x after Anthropic's May Series H ($965B post-money on a $47-65B run-rate). Three events inside the 3x dead band read stable, but a single tier-5 source caps the status at emerging until a second compilation (or filings) corroborates. Initial seed.

9Confidence

45 / 95 — limited or vague evidence

Confidence is independent of status: 90–95 multiple strong independent sources; 70–89 good evidence, some ambiguity; 50–69 mixed or hard to operationalise; below 50 limited or vague.

10Related