Inside OpenAI Enterprise: Forward Deployed Engineering, GPT-5, and More | BG2 Guest Interview
BG2Pod with Brad Gerstner and Bill Gurley
2025/09/11
Inside OpenAI Enterprise: Forward Deployed Engineering, GPT-5, and More | BG2 Guest Interview
Inside OpenAI Enterprise: Forward Deployed Engineering, GPT-5, and More | BG2 Guest Interview

BG2Pod with Brad Gerstner and Bill Gurley
2025/09/11
This episode of BG2, hosted by Apoorv Agrawal with OpenAI’s Sherwin Wu and Olivier Godement, delves into the expanding role of AI in enterprise environments. The conversation moves beyond consumer-facing chatbots to examine how organizations are leveraging advanced AI systems for mission-critical applications across industries—from telecommunications and drug discovery to national security.
OpenAI is driving enterprise transformation through strategic B2B partnerships and API-based platforms. Case studies highlight T-Mobile’s AI-powered customer support, Amgen’s acceleration of drug development using GPT-5, and a secure on-prem deployment at Los Alamos National Lab on an air-gapped supercomputer. A key insight is that 95% of AI deployments fail due to misaligned strategy and lack of evaluation frameworks, underscoring the need for both executive sponsorship and technical agility. The discussion contrasts physical autonomy, which benefits from mature infrastructure, with emerging digital autonomy hindered by insufficient scaffolding. GPT-5 shows marked improvements in reasoning, instruction following, and reduced hallucinations, though balancing latency and depth remains challenging. Advancements in multimodality—especially real-time voice via the Realtime API—are enabling more natural interactions. Reinforcement fine-tuning (RFT) allows enterprises to customize models using proprietary feedback loops, promising deeper integration across sectors. Despite skepticism around AI tooling saturation, long-term potential in healthcare and augmented software development remains strong.
04:30
04:30
B2B is core to OpenAI's mission as it can distribute AGI benefits, enabling enterprises to make real-world impacts.
10:46
10:46
Working with T-Mobile has helped improve OpenAI's models.
11:30
11:30
Faster drug development could save millions of lives
13:47
13:47
GPT-3 was physically installed on an air-gapped supercomputer at Los Alamos due to security constraints.
17:01
17:01
95% of AI deployments fail, requiring top-down buy-in and bottom-up execution.
25:23
25:23
Autonomy has three parts: perception, reasoning, and scaffolding
28:32
28:32
GPT-5 significantly reduces hallucinations while excelling in coding and reasoning tasks
30:02
30:02
GPT-5 is excellent at instruction following but can be too literal, requiring clearer prompts.
33:00
33:00
Real-time API now integrates speech input, intelligence, and text-to-speech seamlessly
35:31
35:31
The model can intelligently handle voice input and output in real time.
40:20
40:20
RFT combines reinforcement learning with fine-tuning to create best-in-class, use-case-specific models.
1:00:54
1:00:54
OpenAI's sprint to launch GPT-5 showcased its strengths in science, infrastructure, and talent.
1:07:50
1:07:50
GPT-4’s reasoning ability made previously impossible queries solvable.