Signs you need an AI consultant , or, more precisely, an AI engineering partner , usually show up before the team admits it. Most CTOs hire too late, after the prototype quietly stalls.
Five signs you need help
- 01Your prototype demos well but hasn't reached production in 3+ months.
- 02Costs are unpredictable , finance can't budget the feature for next quarter.
- 03The model 'behaves differently on Tuesday than on Monday' and no one knows why.
- 04There is no eval set in the repository , quality is judged by manual spot-check.
- 05Integration with the CRM / ERP / database is on the roadmap but keeps slipping.
Two signs you don't
- Your team has shipped AI to production before and the system runs well. You need staff augmentation, not consultancy.
- Your problem is generic and an off-the-shelf tool already handles it (Dust, Pipedream, Zapier AI, etc.). A consultant will tell you the same.