Bruce vs AiSDR
AiSDR automates outbound. Bruce runs the work after the reply, and the rest of the business.
Out of the box
What Bruce brings
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.
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 runs revenue and operations desks, including GTM. Connect the systems you run. In most cases it is working in under an hour.
AiSDR
What it is
AiSDR automates SDR work: outreach, follow-up, meeting booking. Useful when the bottleneck is outbound volume. Bruce keeps going from the last reply. When the bottleneck is the desk finishing across CRM, ERP, and mailbox, you still need agents that share context and write back. That is Bruce.
Side by side
In short
What you bought. What you still have to stand up. What is already running.
What you bought
AiSDR
Automated SDR outbound.
Bruce
Out of the box. Context graph, execution graph, evals, built-in execution, control plane.
What you still build
AiSDR
Deal execution, purchasing, renewals, support, holds, and overnight write-back.
Bruce
Connect the systems you run.
After the booked meeting
AiSDR
The SDR job is done. The company job is not.
Bruce
Already running. Under an hour, in most cases.
A workflow
The packet that sat
Out of the box. Here is a deal that stalled after outbound worked.
01 · Signal
Northline is stalling. The security packet has been open eleven days. The champion has been dark since Thursday.
02 · Assembled context
Eighteen of twenty-two answers from last year. Four with legal. A 4% concession is already in the thread and held.
03 · Decision
Legal has to clear the four before the packet moves. The concession stays put. The next meeting comes from that thread, not a new sequence.
04 · Action or approval
Legal is pinged. The redline is sent. The next step is on the deal. The 4% does not go out.
05 · Recorded outcome
Stage is still Evaluation. Concession still held. The packet is moving from the desk, not from another outbound wave.
Industries
In your industry
This work also runs in these industries.
FAQ
Questions
- Does this replace AiSDR?
- AiSDR is outbound automation. A booked meeting is not the desk finishing. On GTM, Bruce keeps going from the last reply. Bruce also finishes the work across the systems you already run.
- We already have an AI SDR. Why Bruce?
- Because the company still has to finish the work after the meeting. A booked meeting is not the desk finishing. On GTM, Bruce keeps going from the last reply. Bruce also finishes the work across the systems you already run.
- Can’t we just buy an AI BDR?
- You can for outbound volume. Bruce also does signals, research, the list, and the next step from the last reply. Bruce keeps going. The difference is the rest of the desk: the quote under the floor, the aging PO, the renewal that went quiet, and overnight write-back across ERP and mailbox. Bruce’s agents run that work across the systems you already run. We score completion on ESE-1 at egi.sh/benchmarks/enterprise-execution.
ESE-1
Reliability
Completion is scored as system state, not the reply. No published score.