Compare
You still build it. Bruce brings it out of the box.
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.
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.
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.
03
Feedback and evals
Production traces, human corrections, failures, edge cases. Execution gets sharper from that. We score completion on ESE-1.
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.
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.
Agent platforms
What they leave on you
Each of these can start the work. None of them is the business running. You still have to 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.
Bruce vs Claude Cowork
Cowork is a session you drive. The mailbox, the ERP, and the hold still have to run after the laptop shuts.
Bruce vs ChatGPT Enterprise
ChatGPT Enterprise is a workspace. Whatever has to run without someone in the thread, you still write.
Bruce vs OpenAI Frontier
Frontier is the closest. They give you the shop. You still invent Monday.
Bruce vs Salesforce Agentforce
Agentforce is a Salesforce agent you configure. Salesforce is one system. The work is not.
Bruce vs Microsoft Copilot Studio
Copilot Studio is a kit. Every trigger, hold, recover, and log is still yours to write and keep.
AI BDR and sales agents
A booked meeting is not the desk
These products sell AI for outbound volume. They do not run the quote under the floor, the aging PO, or the overnight write-back across ERP and mailbox. On GTM, Bruce keeps going from the last reply. It also includes the rest of the work.
An AI BDR is outbound volume. Bruce runs GTM as part of the desk: signals, research, the list, and the next step from the last reply. Bruce keeps going, with holds and write-back across the systems you already run. A booked meeting is not the company finishing.
Bruce vs 11x
11x sells AI SDRs for outbound volume. A booked meeting is not the desk finishing.
Bruce vs Artisan
Artisan runs an AI BDR on outbound. Quotes, holds, and write-back across ERP are still the desk.
Bruce vs AiSDR
AiSDR automates outbound. Bruce runs the work after the reply, and the rest of the business.
Bruce vs Regie
Regie helps sales write and sequence. The overnight mailbox and the hold are still the desk.
Build
Homegrown
A team can stand this up on Cowork, ChatGPT, Frontier, Agentforce, or Studio. That program is the five layers below. You write them. You keep them. Bruce brings all five out of the box.
01
Context graph
Connect CRM, ERP, mail, inventory, contracts. Keep that picture current after the session ends. Drop it when it goes stale. A thread is not a company.
02
Execution graph
Intent, then the tools, then a check, then recover, then done. Overnight. A miss cannot kill the run. You write that path, and you own it when the desk changes.
03
Feedback and evals
Production traces, human corrections, failures, edge cases. Not a demo that worked once. Completion has to be the write-back, not the reply in the thread.
04
Built-in enterprise execution
The desks themselves — quotes, POs, renewals, collections, the floor. How that work actually runs. A blank agent does not know.
05
Control plane
Who can see what, what needs a person, the log, and policy. Required if it acts on its own. You write this before it is allowed to send.
Industries
In your industry
Same agents. Open the industry to see that week.
Distribution · Retail · Ecommerce · Marketplaces · CPG · SaaS · Manufacturing · EdTech · Logistics & 3PL · Healthcare & Healthtech · Field Services · Construction & Building Materials · Energy & Utilities · Cybersecurity
ESE-1
Reliability
Completion is scored as system state, not the reply. No published score.
egi.sh/benchmarks/enterprise-execution