Bruce vs OpenAI Frontier

Out of the box

What Bruce brings

The difference is what Bruce brings out of the box: a context graph, an execution graph, a feedback and eval layer, built-in enterprise execution, and a control plane.

1. 01

   Context graph

   The picture of the enterprise stays current — structured and unstructured. Context is added, updated, and dropped when it goes stale. It is not a database we sell. It is the thing that dies in a thread.

2. 02

   Execution graph

   Intent, then the tools, then a check, then recover, then done. Learned on real workflows. A miss does not kill the run.

3. 03

   Feedback and evals

   Production traces, human corrections, failures, edge cases. Execution gets sharper from that. We score completion on ESE-1.

4. 04

   Built-in enterprise execution

   The agents are already built. Role and workflow patterns from real businesses — sales, purchasing, finance, operations. Bruce already knows how that work runs.

5. 05

   Control plane

   Permissions, approvals, what you can see, the log, and policy. Required if it acts on its own.

Bruce executes the business across the systems you already run. Connect the systems you run. In most cases it is working in under an hour.

OpenAI Frontier

What it is

Frontier is the closest. Shared context, permissions, a place to run agents on your systems. They give you the shop. You still invent Monday: the agents, the desks, what to hold, how to recover, what to score, who can approve. That program is the context graph, the execution graph, the evals, the built-in desks, and the control plane.

A workflow

The aging PO and the stockout

Out of the box. Here is a purchasing morning.

1. 01 · Signal

   Cover on a critical SKU is four days. An open PO for the same line is eleven days past promised ship. Recurring runs surface both together.

2. 02 · Assembled context

   ERP cover, the aging PO, the last vendor confirm, two field tickets waiting on the SKU, and three school bids quoted this week that will want the same gear.

3. 03 · Decision

   Chasing 1187 still matters. Placing a blind replenishment does not — not while the open PO might land. An alternate can ship in three days. That buy waits.

4. 04 · Action or approval

   Bruce drafts the vendor follow-up with the PO lines and the jobs at risk. The alternate buy is prepared and held. Purchasing has to place it.

5. 05 · Recorded outcome

   The chase is on the command list. The hold is on the buy. When they release it, it stays on that list — not in a coworker transcript.

Industries

In your industry

This work also runs in these industries.

Distribution · Manufacturing · Logistics · All industries

FAQ

Questions

Does this replace Frontier?

Frontier is a shop you fill. You still build it. Bruce brings the context graph, execution graph, evals, built-in execution, and control plane out of the box.

Doesn’t Frontier also share context and permissions?

Yes. That is why this is the closest one. They give you the shop. The desks, the holds, the evals, and the log are still yours to write. You still build it. Bruce brings the context graph, execution graph, evals, built-in execution, and control plane out of the box.

Can’t we just build this on top of them?

You can start. Then you connect the systems, keep a live picture of the company, write the desks, hold the consequential send, score the misses, and keep a log — overnight, without someone in the thread. That is the context graph, the execution graph, the evals, the built-in patterns, and the control plane. Bruce brings all five out of the box. We score the layer on ESE-1 at egi.sh/benchmarks/enterprise-execution.

ESE-1

Reliability

Completion is scored as system state, not the reply. No published score.

egi.sh/benchmarks/enterprise-execution

Compare

Also

Claude Cowork · ChatGPT Enterprise · Salesforce Agentforce · Microsoft Copilot Studio · All compares