Menteia · Copiloto Aero · October 2026 · Confidential
# Competition: customer complaints and features
**Copiloto Aero** — AI quoting cockpit for aerospace suppliers: reads requests and drawings, prepares the quote with the company's pricing engine, and the analyst approves every section.
| Feature | Status | Priority | Phase | Note |
| --- | --- | --- | --- | --- |
| **Generic pricing-engine connector (multi-tenant)** | Missing | High | Months 1–6 | Today it depends on the anchor client's third-party engine (NATALIA); without this it can't be sold to another company. |
| **Savings metrics: hours per quote, quotes/month and win rate** | Missing | High | Months 1–6 | Listed as pending; it is the sales argument vs ERP/CPQ and proof of fast ROI. |
| **Manufacturing ERP integration (e.g. JobBOSS², Epicor, SAP)** | Missing | High | Months 7–12 | On roadmap (2 ERPs in months 7–12); competitors link quote → order → invoice. |
| **Outside-process supplier quoting (treatments, finishes, material)** | Missing | Medium | Months 7–12 | Shop quoting tools often request subcontractor prices in-flow; not in the product today. |
| **Own costing module for companies without a pricing engine** | Missing | Medium | Months 13–18 | On roadmap (months 13–18); needed to sell to companies quoting in Excel. |
| **3D CAD geometry analysis to estimate machine time** | Missing | Low | Months 13–18 | Table stakes for Paperless Parts and aPriori; secondary for Tier 2/3 suppliers that receive 2D drawings. |
| **Conversational interface with no learning curve (text and voice)** | Partial | High | Months 1–6 | Open WebUI cockpit lets users ask and adjust by text or voice; adoption time with users outside the anchor client is not yet measured. |
| **Aerospace-grade security and compliance (dedicated server, ITAR/AS9100-style controls)** | Partial | High | Months 1–6 | Audit log exists; hardening (phase F8) and dedicated server are pending. |
| **Drawing requirement risk flags (tolerances, material, finishes)** | Partial | High | Months 1–6 | Triage already catches part-number discrepancies; explicit flagging of tight tolerances and special specs is missing. |
| **Win/loss analytics and margin dashboard** | Partial | Medium | Months 7–12 | Command center exists; quote → order tracking and loss analysis are missing. |
| **Historical search by partial drawing number and shape similarity** | Partial | Medium | Months 7–12 | Search is semantic/text; image or geometry-based drawing search, CADDi's strength, is missing. |
| **Quoting from 2D drawings and email, no 3D model required** | We have it | — | — | Each RFQ email becomes a session; vision triage reads the drawing. Targets exactly where instant quoting falls back to manual review. |
| **Traceable pricing-engine figures (zero LLM numbers) and human gates** | We have it | — | — | Answers distrust from inconsistent pricing: every number has its source and the analyst approves technical, price and send. |
| **Similar historical quote search** | We have it | — | — | 929 quotes and 4,600 line items from the anchor client as knowledge base (pgvector); gives consistency on repeat orders. |
| **Layers on existing email and CRM (Pipedrive) instead of replacing them** | We have it | — | — | Avoids long ERP/CPQ rollouts; IMAP/SMTP and Pipedrive integration already in production. |
| **Published, simple pricing (US$1,500/month per company)** | We have it | — | — | Contrasts with competitors' unpublished pricing; the US$8–15k implementation fee remains a barrier to watch. |
## To the roadmap
### Months 1–6
- **Conversational interface with no learning curve (text and voice)** (partial, high): Open WebUI cockpit lets users ask and adjust by text or voice; adoption time with users outside the anchor client is not yet measured.
- **Generic pricing-engine connector (multi-tenant)** (missing, high): Today it depends on the anchor client's third-party engine (NATALIA); without this it can't be sold to another company.
- **Savings metrics: hours per quote, quotes/month and win rate** (missing, high): Listed as pending; it is the sales argument vs ERP/CPQ and proof of fast ROI.
- **Aerospace-grade security and compliance (dedicated server, ITAR/AS9100-style controls)** (partial, high): Audit log exists; hardening (phase F8) and dedicated server are pending.
- **Drawing requirement risk flags (tolerances, material, finishes)** (partial, high): Triage already catches part-number discrepancies; explicit flagging of tight tolerances and special specs is missing.
### Months 7–12
- **Manufacturing ERP integration (e.g. JobBOSS², Epicor, SAP)** (missing, high): On roadmap (2 ERPs in months 7–12); competitors link quote → order → invoice.
- **Win/loss analytics and margin dashboard** (partial, medium): Command center exists; quote → order tracking and loss analysis are missing.
- **Historical search by partial drawing number and shape similarity** (partial, medium): Search is semantic/text; image or geometry-based drawing search, CADDi's strength, is missing.
- **Outside-process supplier quoting (treatments, finishes, material)** (missing, medium): Shop quoting tools often request subcontractor prices in-flow; not in the product today.
### Months 13–18
- **Own costing module for companies without a pricing engine** (missing, medium): On roadmap (months 13–18); needed to sell to companies quoting in Excel.
- **3D CAD geometry analysis to estimate machine time** (missing, low): Table stakes for Paperless Parts and aPriori; secondary for Tier 2/3 suppliers that receive 2D drawings.
## Conclusion
The market complains about two extremes: expensive ERP/CPQ that is slow to implement and hard to learn, and instant quoters that give up on 2D drawings with tight tolerances and price inconsistently. Copiloto Aero targets exactly that gap (2D drawings by email, traceable figures, human at every gate, on top of the existing CRM). Its biggest gap is being single-tenant today: without a generic pricing-engine connector, documented savings metrics and ERP integration it can't scale beyond INDUMET.