E2E Operators
Develop end-to-end operators: each person, working with agents, owns more of the client cycle, starting with a weekly biz dev day.
Initiative on developing end-to-end operators at Datopian.
TL;DR. Instead of a PM, coder and salesperson handing work along, one person, working with agents, owns more of the client cycle. The near-term goal is not that everyone owns every stage, but that by the end of 2026 each person owns at least one more stage than today. Our constraint is biz dev: outbound and proposals don't run constantly. From 9 October we hold a weekly Friday biz dev day with a champion, and review it at the end of October.
The "End-to-End Operator" Vision: The initiative focuses on expanding team members' capabilities so they can operate across multiple stages rather than relying on a single person to handle every step, recognizing that developing these skills takes intentional time and practice.
Stages Diagram and End-to-End Operator Initiative**
- Purpose of the Diagram: The stages diagram serves as a framework to map out different areas of business operations and track skill set expansion and professional growth for individuals across those stages, rather than just compartmentalizing business areas.
- Skill Assessment and Growth: we want potential e2e operators to evaluate they currently operate and at what level (e.g., specific stages like 2A or 4B) versus where they are trying to develop or need support, acknowledging that people have different growth edges and levels of experience.
- Addressing Business Development Gaps: The team identified a common pitfall where heavy focus on current client delivery leads to a dry pipeline a few months later. To combat this, they proposed dedicated time (such as Friday focus blocks) for team members to practice and develop business development and outbound marketing skills.
┌──────────────────────────────────────────────────────────┐
│ │
│ ┌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┐ │
│ ╎ 1 Content & marketing optional · low ╎ │
│ └╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┬╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┘ │
│ ┆ often skipped │
│ ▼ │
│ ┌──────────────────────────────────────────────────┐ │
│ │ 2 Outbound & qualification ★★★ │ │
BIZ DEV │ │ 2a PoC-led outreach ★★★ │ │
│ └─────────────────────────┬────────────────────────┘ │
│ ▼ │
│ ┌──────────────────────────────────────────────────┐ │
│ │ 3 Proposal, quote & RFP ★★ │ │
│ │ 3a Contracting (supervised) │ │
│ └──────────────────────────────────────────────────┘ │
│ │
└─────────────────────────────┬────────────────────────────┘
▼
┌─────────────────────────────┴────────────────────────────┐
│ │
│ ┌──────────────────────────────────────────────────┐ │
│ │ 4 Build & delivery ★★★ │ │
│ │ 4a Build (engineering) ★★★ │ │
│ │ 4b Engagement lead (client side) ★★★ │ │
│ │ one owner, both halves │ │
│ └─────────────────────────┬────────────────────────┘ │
DELIVERY │ ┌──────────────┴─────────────┐ │
│ ▼ ▼ │
│ ┌─────────────────────┐ ┌─────────────────────┐ │
│ │ 5 Launch & run │ │ 6 Expansion & │ │
│ │ DevOps / SRE │ ◀──▶ │ renewal │ │
│ │ │ │ feeds back to 3 │ │
│ └─────────────────────┘ └─────────────────────┘ │
│ │
└──────────────────────────────────────────────────────────┘
★★★ priority for us ★★ priority, not for everyone
╌╌╌ dashed box: optional stage
◀──▶ run in parallel for the life of the account
Levels per stage: 0 not yet · 1 with help · 2 owns it · 3 improves it for others.
Who is developing where
| person | stages |
|---|---|
| Daniela | 2, 3, 4 (proposed biz dev champion) |
| Monika | 2, 3; possibly 4a |
| João | 2, 3, 4 (engagement lead on NGED, MoEI) |
| Ola | 2, 3, 4b (engagement lead on JoPACC) |
| Luccas | 2, 2a; maybe 5 |
| Osahon | 4a, a little |
Next
- Early Oct: Anuar asks Daniela to champion biz dev.
- 9 Oct: first Friday biz dev day; everyone confirms where they stand.
- October: shared target list, prospecting tool, first PoCs.
- End Oct: review whether biz dev is running constantly.
Actions: beads epic da-3y4 (bd show da-3y4). Beads are the source of truth for actions. Hiring runs separately: e2e-hiring.
Docs
| doc | for |
|---|---|
| e2e-stages: stage model and priorities | everyone |
| e2e-stage-2-outbound, e2e-stage-4-build-delivery: stage detail | biz dev and delivery groups |
| e2e-bizdev-champion-brief | Daniela, Anuar |
| e2e-learning: how people learn new stages (buddies, peer learning, library) | everyone |
| e2e-training-sep-2026: August curriculum | background |
| vision: strategy memo | leadership |
ltp/: the LTP analysis, candid per-person notes | Rufus, Anuar; not for wide sharing |
| scq-2026-09-27: deprecated starting input | archive |