Baseten placed FDE within the engineering organization in a 2025 public article, emphasizing that customer on-site work should also be fed back into the product; the FDE technical project manager recruitment page checked this time lists account rhythm and cross-team coordination responsibilities. Both types of materials provide organizational design clues, and this article does not confirm all current job configurations, internal processes, or customer results.
Why engineers are occupied by "waiting for reply"
An enterprise AI task may have to wait for customers to provide samples, internal application capacity, and product personnel to confirm the scope of capabilities, and then be handed over to on-duty personnel for support. Someone is responsible for each link, and it may be handed over repeatedly because the conditions before and after are not clearly explained. Technicians chasing questions in multiple groups often cannot replace a jointly visible status record.
ChinaOPC recommends writing the waiting items as "what is missing, who can fill it in, which step is affected, and when to check again" instead of generally marking it as processing. Simulating a batch data analysis service, if the obstruction comes from the customer not confirming the data usage range, the delay should not be attributed entirely to model performance issues.
Small teams can learn from work methods without having to copy positions
An implementation team of two or three people does not necessarily need a separate project manager, but a coordinator for this delivery should be designated and a dedicated time reserved for technical confirmation. Each time requirements are adjusted, let the customer know whether the change affects delivery dates, running costs, or range of results. Once business commitments affect engineering conditions, they should be synchronized in the records.
You can create a “things that must be decided this week” list to separate issues that require customer choice from internal technology trials. The former gives understandable options and implications, and the latter records assumptions, validation samples, and next results time. This allows you to move forward after the meeting, rather than just increasing the frequency of communication.
How to return problems solved on site to the product
When the same type of problem occurs repeatedly, it should be judged whether it can be fixed in configuration, documentation or product; for one-time exceptions, the applicable conditions will be retained and cannot become a default commitment. To measure whether coordination is effective, we can look at whether blockages are exposed in advance and determine whether there are implementation results, rather than just counting the number of meetings.
The above is the analysis proposed by ChinaOPC based on public organizational materials. Baseten is a reference for enterprise engineering and is not recognized as an OPC small team; overseas recruitment information is not a basis for salary for domestic positions. Extended reading: FDE’s responsibility map before entering the market.