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Deci AI vs Improbable

Side-by-side on valuation, funding, investors, founders & more

Comparison updated: April 2026

Improbable leads in funding with $700M, well ahead of Deci AI's $80M.

Head-to-Head Verdict

Improbable leads on 4 of 4 metrics

Deci AI

0 wins

-Funding
-Awaira Score
-Team Size
-Experience

Improbable

4 wins

+Funding
+Awaira Score
+Team Size
+Experience

Key Numbers

Valuation
N/A
N/A
Total Funding
$80M
$700M
Awaira Score
48/100
68/100
Employees
1-50
500-1000
Founded
2019
2012
Stage
Acquired
Series C
Deci AIImprobable
Deci AI logo
Deci AI

🇮🇱 Israel · Yonatan Geifman

AcquiredML PlatformEst. 2019

Valuation

N/A

Total Funding

$80M

Awaira Score48/100

1-50 employees

Full Deci AI Profile →
Winner
Improbable logo
Improbable

🇬🇧 United Kingdom · Herman Narula

Series CML PlatformEst. 2012

Valuation

N/A

Total Funding

$700M

Awaira Score68/100

500-1000 employees

Full Improbable Profile →
Market Context

As ML Platform players, Deci AI and Improbable target overlapping customers despite operating from different countries. The stage gap — Deci AI at Acquired vs Improbable at Series C — shapes how each company allocates capital and talent.

🔬

Analyst Summary

Built from real data · Updated April 2026

Companies

ML Platform remains a contested market, with Deci AI and Improbable among its most prominent entrants. Deci AI developed neural architecture search and model optimisation technology that automated the process of compressing and restructuring deep learning models for faster inference on target hardware, enabling AI teams to deploy models on edge devices, GPUs, and CPUs with significantly lower latency and compute cost than the original training architecture. Improbable develops large-scale simulation technology and virtual world infrastructure, originally focused on cloud-distributed game server simulation and subsequently pivoting to AI-powered synthetic environment generation and metaverse platform development.

Funding & Valuation

Neither company has publicly disclosed a valuation. With $700M raised, Improbable has attracted substantially more capital than Deci AI ($80M).

Growth Stage

With a 7-year head start, Improbable (founded 2012) has had considerably more time to mature than Deci AI (2019). Stage-wise, Deci AI is classified as Acquired and Improbable as Series C, reflecting divergent fundraising histories. Headcount tells a story too: Deci AI has 1-50 employees and Improbable has 500-1000.

Geography & Outlook

Geography separates them: Deci AI in 🇮🇱 Israel and Improbable in 🇬🇧 United Kingdom, each benefiting from local ecosystems. Improbable scores 68 on Awaira's composite index versus Deci AI's 48, a wide margin reflecting substantially stronger fundamentals. Deci AI, led by Yonatan Geifman, and Improbable, led by Herman Narula, each bring distinct leadership visions to the AI sector.

Funding Velocity

Deci AI

Total Rounds5
Avg. Round Size$16M
Funding Span5.3 yrs

Improbable

Total Rounds2
Avg. Round Size$261M
Funding Span2.1 yrs

Funding History

Deci AI has completed 5 funding rounds, while Improbable has gone through 2. Deci AI's most recent round was a Series D of $32M, compared to Improbable's Series B ($502M). Deci AI is at Acquired while Improbable is at Series C — different points in their growth trajectory.

Team & Scale

Improbable has the bigger team at roughly 500-1000 people — 500x the size of Deci AI's 1-50. Improbable has a 7-year head start, founded in 2012 vs Deci AI's 2019. Geographically, they're in different markets — Deci AI operates out of Israel and Improbable from United Kingdom.

Metrics Comparison

MetricDeci AIImprobable
💰Valuation
N/A
N/A
📈Total Funding
$80M
$700MWINS
📅Founded
2019WINS
2012
🚀Stage
Acquired
Series C
👥Employees
1-50
500-1000
🌍Country
Israel
United Kingdom
🏷️Category
ML Platform
ML Platform
Awaira Score
48
68WINS

Key Differences

📈

Funding gap: Improbable has raised $620M more ($700M vs $80M)

📅

Market experience: Improbable has 7 years more (founded 2012 vs 2019)

🚀

Growth stage: Deci AI is at Acquired vs Improbable at Series C

👥

Team size: Deci AI has 1-50 employees vs Improbable's 500-1000

🌍

Market base: 🇮🇱 Deci AI (Israel) vs 🇬🇧 Improbable (United Kingdom)

⚔️

Direct competitors: Both operate in the ML Platform market segment

Awaira Score: Improbable scores 68/100 vs Deci AI's 48/100

Which Should You Choose?

Use these signals to make the right call

Deci AI logo

Choose Deci AI if…

  • Israel-based for regional compliance or proximity
  • Deci AI developed neural architecture search and model optimisation technology that automated the process of compressing and restructuring deep learning models for faster inference on target hardware, enabling AI teams to deploy models on edge devices, GPUs, and CPUs with significantly lower latency and compute cost than the original training architecture
Improbable logo

Choose Improbable if…

Top Pick
  • Higher Awaira Score — 68/100 vs 48/100
  • Stronger investor backing — raised $700M
  • More market experience — founded in 2012
  • United Kingdom-based for regional compliance or proximity
  • Improbable develops large-scale simulation technology and virtual world infrastructure, originally focused on cloud-distributed game server simulation and subsequently pivoting to AI-powered synthetic environment generation and metaverse platform development

Funding History

Deci AI raised $80M across 5 rounds. Improbable raised $700M across 2 rounds.

Deci AI

Series D

Oct 2024

$32M

Series C

Jun 2023

$24.8M

Series B

Feb 2022

$14.4M

Series A

Oct 2020

$6.4M

Seed

Jun 2019

$2.4M

Improbable

Series B

May 2017

Lead: SoftBank Vision Fund

$502M

Series A

Mar 2015

Lead: Andreessen Horowitz

$20M

Investor Comparison

No shared investors detected between these two companies.

Unique to Improbable

SoftBank Vision FundAndreessen Horowitz

Users Also Compare

FAQ — Deci AI vs Improbable

Is Deci AI bigger than Improbable?
Neither company has publicly disclosed a valuation, making a definitive size comparison difficult. Deci AI employs 1-50 people, while Improbable has 500-1000 employees.
Which company raised more funding — Deci AI or Improbable?
Improbable has raised more in total funding at $700M, compared to Deci AI's $80M — a gap of $620M. Combined, the two companies have completed 7 known funding rounds.
Which company has a higher Awaira Score?
Improbable leads with an Awaira Score of 68/100, while Deci AI sits at 48/100. That 20-point gap reflects real differences in funding, scale, and traction — it's not a vanity metric.
Who founded Deci AI vs Improbable?
Deci AI was founded by Yonatan Geifman in 2019. Improbable was founded by Herman Narula in 2012. Visit each company's profile on Awaira for a full founder biography.
What does Deci AI do vs Improbable?
Deci AI: Deci AI developed neural architecture search and model optimisation technology that automated the process of compressing and restructuring deep learning models for faster inference on target hardware, enabling AI teams to deploy models on edge devices, GPUs, and CPUs with significantly lower latency and compute cost than the original training architecture. The Tel Aviv company built AutoNAC, an automated neural architecture construction tool that generates hardware-aware model architectures optimised for specific deployment targets.\n\nThe company raised approximately $80 million in venture funding including a $55 million Series B from investors including Square Peg, Insight Partners, and Jibe Ventures before being acquired by NVIDIA in April 2024. The acquisition gave NVIDIA a model optimisation software layer to complement its GPU hardware, enabling NVIDIA to offer end-to-end AI deployment tools that span hardware, software runtime, and model architecture optimisation. Deci team integrated into NVIDIA developer tools organisation.\n\nDeci competed in the AI model optimisation and neural architecture search market alongside Neural Magic, Hailo, and model compression tools from major framework providers including TensorFlow Model Optimization Toolkit and PyTorch. The acquisition by NVIDIA is consistent with the chip company strategy of acquiring software and tooling companies that deepen customer dependency on the NVIDIA ecosystem. Deci inference acceleration technology provides NVIDIA customers measurable throughput and cost improvements on existing hardware, making it a natural product addition to the CUDA and TensorRT software stack. Improbable: Improbable develops large-scale simulation technology and virtual world infrastructure, originally focused on cloud-distributed game server simulation and subsequently pivoting to AI-powered synthetic environment generation and metaverse platform development. The London company built SpatialOS, a cloud platform for running distributed simulations of large, persistent virtual worlds, and has applied simulation capabilities to defence, urban planning, and entertainment applications.\n\nThe company raised approximately $700 million including a landmark $502 million SoftBank round in 2017 that was one of the largest venture rounds in European technology history. Improbable has undergone multiple strategic pivots, moving from gaming infrastructure to defence simulation contracts with clients including the UK Ministry of Defence, which uses simulation environments for training and wargaming. The company also built MSquared, a metaverse interoperability network, before refocusing on defence and AI simulation work.\n\nImprobable operates in an AI simulation market where demand from defence agencies, autonomous vehicle companies, and robotics firms has grown substantially. The company competes with simulation platforms from Epic Games (Unreal Engine), NVIDIA (Omniverse), and specialist defence simulation vendors. Its SoftBank backing and large cash reserves have enabled it to survive multiple market pivot cycles that would have ended less well-funded companies, and its current focus on AI-powered synthetic data generation for defence represents a growing government budget category.
Which company was founded first?
Improbable got there first, launching in 2012 — that's 7 years of extra runway. Deci AI didn't arrive until 2019. In AI, that kind of head start means more training data, deeper customer relationships, and a bigger talent moat.
Which company has more employees?
Deci AI has about 1-50 employees; Improbable has about 500-1000. A bigger team usually means more revenue or heavier VC backing, but in AI, small teams can build at massive scale.
Are Deci AI and Improbable competitors?
Yes — they're direct rivals. Both Deci AI and Improbable compete in ML Platform, targeting many of the same buyers. If you're evaluating one, you should be looking at the other.

Bottom Line

Improbable has a clear lead here — Awaira Score of 68 vs Deci AI's 48. The difference comes down to funding depth and team scale.

Who Should You Watch?

Improbable is in the stronger position — better score and deeper pockets. But Deci AI has room to surprise, especially if they land a marquee investor. Follow both profiles on Awaira to track funding rounds, team changes, and score updates.

Deep Dive