Stakeholder Communication

The stakeholder communication aligns the executives, the engineers, and the business — with the honesty about the AI's limits (L360) — the audiences (the executives L360: the outcomes and the cost L368; the engineers L360: the details and the trade-offs L367; the business L360: the value and the risk, L360), the messages (the outcomes L360, the details L360, the risk L360), and the honesty (the AI theatre L360: the demo vs the production L358, the overpromise L360) — the alignment (L360) of the enterprise (L380).

The one-sentence interview answer: "The stakeholder communication is the alignment (L360). The audiences (L360): the executives (L360) — the outcomes (L360) and the cost (L368): "the assistant resolves 60% of the tickets" (L360); the engineers (L360) — the details (L360) and the trade-offs (L367): "the RAG (L349) vs the fine-tuning (L365), the latency (L333) budget" (L360); and the business (L360) — the value (L360) and the risk (L360): "the accuracy (L353) and the compliance (L371)" (L360). The messages (L360): the outcome (L360) for the executives (L360), the details (L360) for the engineers (L360), the risk (L360) for the business (L360) — the audience-shaped (L360). The honesty (L360): the AI theatre (L360) — the demo (L360) vs the production (L358): the demo's (L360) accuracy (L360) isn't the production's (L335); the overpromise (L360) is the trust's (L360) death (L360). The trade-offs (L367): the named choices (L367) — the cost (L368), the latency (L333), the quality (L341) — the honest (L360) discussion (L360). The AI shape (L173): the enterprise (L380) — the stakeholders (L360) aligned (L360): the outcomes (L360), the details (L360), and the honesty (L360) — the AI theatre (L360) avoided (L360)."

Think of the stakeholder communication as the bridge builder's three audiences. The bridge (the AI project, L173) has the funders (the executives, L360) — they want the crossing (the outcome, L360) and the cost (L368); the builders (the engineers, L360) — they want the plans (the details, L360) and the materials' (the trade-offs, L367) choices; and the users (the business, L360) — they want the safety (the risk, L360) and the reliability (L360). The builder (the architect, L360) speaks to each (L360): the span (the outcome) to the funders (L360), the trusses (the details) to the builders (L360), the load tests (the risk) to the users (L360) — and the honesty (L360): the bridge's (L360) limits (L360) stated (L360), not the theatre (L360). The project works because each audience hears its language, and the limits are honest (L360).

   the bridge (the project, L173)
   ┌────────────────────────────────────────────────────────┐
   │ the funders (the executives, L360) — the outcome       │
   │ (L360), the cost (L368)                                │
   │ the builders (the engineers, L360) — the details       │
   │ (L360), the trade-offs (L367)                          │
   │ the users (the business, L360) — the risk (L360)       │
   │ the builder (L360) — the honest (L360)                 │
   └────────────────────────────────────────────────────────┘

The mental model is the bridge: the three audiences and the honest builder (L360).

   the decision (L360)
        │  e.g. the RAG (L349) vs the fine-tuning (L365)
        ▼
   ┌────────────────────── THE EXECUTIVES (L360) ───────────────────────┐
   │  the outcome: the resolution rate (L360) · the cost (L368)        │
   └──────────────────────────┬───────────────────────────────────────┘
                              ▼
   ┌────────────────────── THE ENGINEERS (L360) ────────────────────────┐
   │  the details: the retrieval (L189), the latency (L333)            │
   │  the trade-offs (L367) — the RAG's cost vs the fine-tuning's      │
   └──────────────────────────┬───────────────────────────────────────┘
                              ▼
   ┌────────────────────── THE BUSINESS (L360) ─────────────────────────┐
   │  the risk: the accuracy (L353), the compliance (L371)             │
   │  the honesty (L360): the demo vs the production (L358)            │
   └──────────────────────────────────────────────────────────────────┘

The flow is the communication: the decision → the three audiences (L360).

• The audiences (L360). The executives (L360) — the outcomes and the cost (L368); the engineers (L360) — the details and the trade-offs (L367); the business (L360) — the value and the risk (L360).
• The messages (L360). The outcome (L360), the details (L360), the risk (L360) — the audience-shaped (L360).
• The honesty (L360). The AI theatre (L360) — the demo (L360) vs the production (L358) — the overpromise (L360).
• The trade-offs (L367). The named choices (L367) — the cost (L368), the latency (L333), the quality (L341).

• An enterprise engagement (L379). The stakeholders (L360) aligned (L360) — the case study's (L379) reviews (L360).
• A funding decision (L360). The executives (L360) — the outcome (L360) and the cost (L368).
• A technical review (L360). The engineers (L360) — the trade-offs (L367) and the details (L360).
• A compliance review (L371). The business (L360) — the risk (L360) and the compliance (L371).
• Anything enterprise (L380). The alignment (L360) — the audiences (L360), the honesty (L360).

The through-line: the alignment is the enterprise's — the audiences, the messages, and the honesty (L360).

Say it in four moves:

1. The audiences. "The executives — the outcomes; the engineers — the details; the business — the risk (L360)."
2. The messages. "The audience-shaped (L360)."
3. The honesty. "The demo vs the production (L360) — the AI theatre (L360)."
4. The trade-offs. "The named choices (L367)."

• The audience is the message (L360). The executives (L360) — the outcome (L360); the engineers (L360) — the details (L360); the business (L360) — the risk (L360) — the audience-shaped (L360).
• The honesty is the trust (L360). The demo's (L360) limits (L360) stated (L360) — the AI theatre (L360) avoided (L360).
• The eval is the honesty's evidence (L341). The groundedness (L337) and the task success (L340) — the L341 scores (L341) shared (L360) — the claims (L360) evidenced (L360).
• The trade-off is the senior's (L367). The named choice (L367) — the cost (L368), the latency (L333), the quality (L341) — the honest (L360) discussion (L360).
• The cost is the executive's (L368). The budget (L368) — the L368 estimate (L368) — the executives (L360) sign (L360).

• The tech-speak to the executives (L360). The tokens (L332) and the Redis (L243) to the board (L360) — the outcome (L360) is the message (L360).
• The outcome-speak to the engineers (L360). The "60% resolved" (L360) without the trade-offs (L367) — the details (L360) are the engineers' (L360).
• The AI theatre (L360). The curated demo (L360) as the promise (L360) — the production's (L358) reality (L360) — the honesty (L360).
• The hidden trade-off (L367). The choice (L367) un-named (L360) — the surprise (L360) at the cost (L368).
• The un-evidenced claim (L341). The "high accuracy" (L360) without the evals (L341) — the scores (L341) shared (L360).

• Shape the message to the audience (L360) — the outcome, the details, the risk (L360).
• Be honest about the demo (L360) — the limits (L360) stated (L360).
• Share the evals (L341) — the claims (L360) evidenced (L341).
• Name the trade-offs (L367) — the cost (L368), the latency (L333), the quality (L341).
• Align the sign-off (L360) — the stakeholders (L360) agree (L359).

Q: Walk me through the stakeholder communication.

A: The alignment (L360). The audiences — the executives (the outcomes, the cost), the engineers (the details, the trade-offs), the business (the risk) (L360). The messages — the audience-shaped (L360). And the honesty — the demo vs the production (L360).

Q: What do you tell the executives?

A: The outcomes (L360): "the assistant resolves 60% of the tickets (L360) with the 30% cost reduction (L368)" — the outcome (L360) and the cost (L368), not the tokens (L332) and the Redis (L243). The evals (L341) evidence the claim (L360).

Q: What's the AI theatre?

A: The overpromise (L360): the curated demo (L360) presented as the production (L358) — the demo's (L360) accuracy (L360) isn't the production's (L335): the drift (L335), the latency (L333), the cost (L368). The theatre (L360) dies at the production (L358) — the trust (L360) gone (L360). The honesty (L360) — the limits (L360) stated (L360) — is the trust (L360).

Q: How do you handle the trade-offs?

A: The named choice (L367): "we chose the RAG (L349) over the fine-tuning (L365) for the latency (L333) and the cost (L368), at the quality's (L341) margin (L360)." The trade-off (L367) named (L360) — the stakeholders (L360) decide (L360).

• What are the audiences (L360)?
• What do you tell the executives (L360)?
• What's the AI theatre (L360)?
• How do you handle the trade-offs (L367)?
• What's the eval's evidence (L341)?

The senior read: the message follows the audience — the outcome, the details, the risk (L360).

// The stakeholder communication (L360) — the audience-shaped brief (L360).
// 1 · THE EXECUTIVES (L360) — the outcome and the cost (L360).
const execBrief = {
  title: 'Support Copilot',
  outcome: 'resolves 60% of the tier-1 tickets',   // the outcome (L360)
  cost: { monthly: 40_000, savings: 120_000 },     // the cost (L368)
  timeline: '6 months',                            // the timeline (L360)
};

// 2 · THE ENGINEERS (L360) — the details and the trade-offs (L367).
const engBrief = {
  architecture: {
    choice: 'RAG over fine-tuning',                // the trade-off (L367)
    why: 'the latency (L333) and the cost (L368), at the quality (L341)',
    retrieval: 'hybrid search',                    // the details (L189)
    latency: { ttft: '< 2s' },                     // the budget (L151)
  },
  evals: { groundedness: 0.92, resolutionRate: 0.6 },  // the evidence (L341)
};

// 3 · THE BUSINESS (L360) — the risk (L360).
const businessBrief = {
  risk: {
    accuracy: 'the ungrounded answers',            // the hallucination (L336)
    compliance: 'the GDPR residency',              // the compliance (L371)
    mitigation: 'the citations (L192) + the audits (L322)',
  },
};

// 4 · THE HONESTY (L360) — the demo's limits (L360).
//   "the demo's 60% is the golden set (L342); the production's (L358)
//    may drift (L335) — the evals (L341) watch it."

What the reader must SEE — the alignment, applied:

  outcome + cost + timeline → the executives (L360, L368)
  choice + why + details    → the engineers (L367, L360)
  risk + mitigation         → the business (L360)
  the evals as the evidence → the honesty (L341, L360)
  the demo's limits stated  → the no-theatre (L360)

  The message to each audience, with the honesty (L360).

• The alignment is the project's speed (L360). The signed brief (L359) — the rework (L360) avoided (L360).
• The honesty is the trust's (L360). The stated limits (L360) — the surprise (L360) avoided (L360).
• The evals are the evidence's (L341). The scores (L341) — the claims (L360) backed (L341).
• The cost is the decision's (L368). The estimate (L368) — the executives (L360) decide (L360).

• The stakeholder communication = the alignment (L360): the audiences, the messages, the honesty.
• The audiences: the executives (the outcomes), the engineers (the details), the business (the risk) (L360).
• The messages: the audience-shaped (L360).
• The honesty: the demo vs the production (L360) — the AI theatre (L360).
• The trade-offs: the named choices (L367).

STAKEHOLDER COMMUNICATION = the executives, the engineers, the business

THE AUDIENCES (L360)
  the executives (L360) — the outcomes (L360), the cost (L368)
  the engineers (L360) — the details (L360), the trade-offs (L367)
  the business (L360) — the value (L360), the risk (L360)

THE MESSAGES (L360)
  the outcome (L360) — "resolves 60% of the tickets" (L360)
  the details (L360) — the RAG (L349), the latency (L333)
  the risk (L360) — the accuracy (L353), the compliance (L371)
  the audience-shaped (L360)

THE HONESTY (L360)
  the AI theatre (L360) — the demo (L360) vs the production (L358)
  the overpromise (L360) — the trust's (L360) death (L360)
  the limits (L360) stated (L360) · the evals (L341) shared (L360)

THE TRADE-OFFS (L367)
  the named choices (L367) — the cost (L368), the latency (L333),
  the quality (L341) — the stakeholders (L360) decide (L360)

INTERVIEW, 4 MOVES
  1 audiences "the executives, the engineers, the business (L360)"
  2 messages  "the outcome, the details, the risk (L360)"
  3 honesty   "the demo vs the production (L360)"
  4 trade-offs "the named choices (L367)"

You now hold the alignment: the audiences, the messages, and the honesty — with each hearing its language and the limits stated. The bridge's funders, builders, and users are aligned — and the builder is honest (L360).

Next: the document that makes a choice reviewable and reversible — Architecture Decision Records (L361).