FAILDEX失樂園
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Orby AI

The business, the turning points, and the decisions behind them.

Founded2022
Event year2025
FundingUS$34.9M
Some sections are still being researched2 / 4

Sections to complete:02 · 05

01 / WHAT IT BUILT

What the company did

Orby AI was a Sunnyvale, California enterprise-automation startup founded in 2022 by Bella Liu (CEO, ex-UiPath product director) and William Lu (CTO, ex-Google head of engineering). Instead of a conventional LLM, it built a large action model (LAM) using neuro-symbolic programming that generated and executed business processes through AI agents - its 'agentic process automation' (APA) pitch aimed to upend old-school robotic process automation by handling complex, decision-heavy workflows. It raised $34.5 million ($4.5M seed in May 2023, $30M Series A in June 2024 from NEA, Wing VC and WndrCo) and partnered with Databricks.

02 / FAILURE REASONS

Pending assessment

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03 / EVENT HISTORY

Events in the structured record

  1. Founded

    Orby AI was founded in 2022 in Sunnyvale by Bella Liu and William Lu to build AI agents for enterprise workflow automation.

  2. Growth

    Orby raised a $30M Series A in June 2024 (total $34.5M), partnered with Databricks in November, and in May 2025 was named to CB Insights' AI 100.

  3. Acquired

    On August 28, 2025 Uniphore announced its acquisition of Orby AI (alongside an Autonom8 deal), bringing its Large Action Models, neuro-symbolic reasoning and agentic process discovery into Uniphore's Business AI Cloud; terms were not disclosed.

04 / CONTEMPORARY REBUILD ASSESSMENT

Difficulty of rebuilding this project today

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Rebuild difficultyPending assessmentNot completed
Scoring basisNot completed
ScalabilityPending assessmentNot completed
Scoring basisNot completed

Overall assessment: Not completed

05 / CAUSAL CHAIN / AFTERMATH

Pending assessment

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