AI Sales Assistant

The AI sales assistant is the protocol run on a sales product (L351) — the clarify (the users L162, the leads L351, the outreach L351, L351), the triage (the lead scoring: the fit L351, the intent L351, the routing L351), the CRM (the integration L227: the reads and the writes to the CRM L227, L351), and the outreach (the approval-gated L324: the messages drafted L351, the sends approved L324, L351) — the leads (L351), the CRM (L227), and the gated outreach (L324), architected (L351).

The one-sentence interview answer: "The AI sales assistant is the protocol, run (L351). The clarify (L351): the users (L162) — the sales reps (L351); the leads (L351) — the volume (L351); the outreach (L351) — the channels (L351): the email (L224), the calls (L351). The triage (L351): the lead scoring (L351) — the fit (L351): the firmographic (L351); the intent (L351): the behavioral (L351); and the routing (L351): the hot (L351) to the rep (L351), the warm (L351) to the nurture (L351). The CRM (L227): the integration (L227) — the reads (L351): the lead's (L351) history (L351); the writes (L351): the notes (L351) and the stages (L351) — the L227 integration (L227), sales-shaped (L351). The outreach (L324): the drafted messages (L351) — the AI (L351) drafts (L351); the sends (L351) — the approval-gated (L324): the high-volume (L351) or the new (L351) sends approved by the human (L208). The AI shape (L173): the sales (L351) — the triage (L351), the CRM (L227), and the gated outreach (L324) — the leads (L351) and the approvals (L324), architected (L351)."

Think of the sales system as the agency's talent desk. The desk (the sales assistant, L351) handles the applicants (the leads, L351). The scout (the triage, L351): the screening (L351) — the fit (L351), the interest (the intent, L351), and the routing (L351): the stars (the hot, L351) to the agent (the rep, L351), the promising (the warm, L351) to the nurture (L351). The agency's books (the CRM, L227): the applicants' (L351) files (L351) — read (L351) and updated (L351). The outreach (L324): the drafted offers (L351) — the AI (L351) drafts (L351); the sends (L351) — the manager's (L208) sign-off (L324) on the big (L351) ones (L324). The agency works because the scout sorts, the books are current, and the offers are signed (L351).

   the talent desk (the sales, L351)
   ┌────────────────────────────────────────────────────────┐
   │ the scout (the triage, L351) — the fit, the intent,    │
   │ the routing (L351)                                     │
   │ the books (the CRM, L227) — the files (L351)           │
   │ the offers (the outreach, L324) — the manager's        │
   │ sign-off (L208)                                        │
   └────────────────────────────────────────────────────────┘

The mental model is the talent desk: the scout, the books, and the offers (L351).

   the lead (L351)
        │
        ▼
   ┌────────────────────── THE TRIAGE (L351) ───────────────────────────┐
   │  the fit (L351) · the intent (L351) · the score (L351)            │
   │  the hot → the rep (L351) · the warm → the nurture (L351)         │
   └──────────────────────────┬───────────────────────────────────────┘
                              ▼
   ┌────────────────────── THE CRM (L227) ──────────────────────────────┐
   │  the reads (L351): the lead's history (L351)                      │
   │  the writes (L351): the notes (L351), the stages (L351)           │
   └──────────────────────────┬───────────────────────────────────────┘
                              ▼
   ┌────────────────────── THE OUTREACH (L324) ─────────────────────────┐
   │  the AI drafts (L351) → the approval (L324) → the send (L351)     │
   │  the high-volume or the new sends → the human (L208)              │
   └──────────────────────────────────────────────────────────────────┘

The flow is the lead: triage → CRM → outreach (L351).

• The clarify (L351). The users (L162), the leads (L351), the outreach (L351) — the channels (L351).
• The triage (L351). The lead scoring (L351): the fit (L351), the intent (L351), the routing (L351).
• The CRM (L227). The integration (L227): the reads (L351) and the writes (L351) — the lead's (L351) data (L351).
• The outreach (L324). The drafted messages (L351) and the approval-gated (L324) sends (L351).

• A sales SaaS (L357). The triage (L351), the CRM (L227), the gated outreach (L324).
• A CRM integration (L227). The reads and the writes (L351) — the notes and the stages (L351).
• An email campaign (L224). The drafted emails (L351) — the approval-gated (L324) sends (L351).
• A multi-tenant sales (L357). The per-tenant (L320) CRMs (L227) and the leads (L351).
• Anything sales (L351). The flow (L351) — the triage, the CRM, the gated outreach (L351).

The through-line: the flow is the sales's — the triage, the CRM, and the gated outreach (L351).

Say it in four moves:

1. The clarify. "The reps, the leads, the channels (L351)."
2. The triage. "The fit, the intent, the routing (L351)."
3. The CRM. "The reads and the writes (L227)."
4. The outreach. "The drafts (L351) and the approvals (L324)."

• The triage is the rep's time (L351). The routing (L351) — the hot (L351) to the rep (L351) — the rep's (L351) time (L351) on the hot (L351).
• The CRM is the context (L227). The integration (L227) — the lead's (L351) history (L351) — the grounded (L337) outreach (L351).
• The draft is the AI's (L351). The message (L351) drafted (L351) — personal (L351) and grounded (L337) — the human (L208) approves (L324).
• The approval is the brand's gate (L324). The sends (L351) — the high-volume (L351) and the new (L351) — the L324 control (L324), sales-shaped (L351).
• The eval is the sales's quality (L341). The reply rate (L351) and the conversion (L351) — the L341 suite (L341) (L351).

• The spam bot (L351). The mass sends (L351) without the triage (L351) — the brand (L351) and the trust (L351) hurt (L351).
• The un-grounded outreach (L337). The drafts (L351) without the CRM's (L227) context (L351) — the wrong lead (L351) — the CRM (L227) read (L351).
• The un-gated sends (L324). The high-volume (L351) automatic (L324) — the L324 gate (L324) (L351).
• The CRM desync (L227). The writes (L351) missed (L351) — the rep (L351) and the AI (L351) out of sync (L351).
• The eval-less sales (L341). The reply rate (L351) un-measured (L341) — the suite (L341) (L351).

• Score the leads (L351) — the fit (L351), the intent (L351), the routing (L351).
• Integrate the CRM (L227) — the reads and the writes (L351).
• Ground the drafts (L337) — in the CRM's (L227) context (L351).
• Gate the sends (L324) — the high-volume and the new (L351).
• Eval the sales (L341) — the reply rate (L351), the conversion (L351).

Q: Walk me through the AI sales assistant.

A: The protocol, run (L351). The clarify — the reps, the leads, the channels (L351). The triage — the fit, the intent, the routing (L351). The CRM — the reads and the writes (L227). And the outreach — the drafts (L351) and the approvals (L324).

Q: How do you score the leads?

A: Two axes (L351): the fit (L351) — the firmographic match (L351); and the intent (L351) — the behavioral signal (L351): the visits, the downloads (L351). The score (L351) routes (L351): the hot (L351) to the rep (L351), the warm (L351) to the nurture (L351) — the rep's (L351) time (L351) on the hot (L351).

Q: How does the CRM integration work?

A: The reads and the writes (L227): the lead's (L351) history (L351) read (L351) — the context (L351) for the outreach (L351); the notes (L351) and the stages (L351) written (L351) — the CRM (L227) current (L351). The L227 integration (L227), sales-shaped (L351).

Q: When does the human approve?

A: The risky sends (L351): the high-volume (L351) — the blast (L351); and the new (L351) — the un-tested templates (L351). The AI (L351) drafts (L351), the human (L208) approves (L324) — the L324 control (L324), sales-shaped (L351).

• What's the clarify (L351)?
• How do you score the leads (L351)?
• How does the CRM integration work (L227)?
• When does the human approve (L324)?
• What's the eval (L341)?

The senior read: the AI assists, the human approves — the gated outreach (L351).

// The sales assistant (L351) — the triage, the CRM, the outreach (L351).
// 1 · THE TRIAGE (L351) — the lead scoring (L351).
async function scoreLead(lead) {
  const fit = await firmographicFit(lead);       // the fit (L351)
  const intent = await behavioralIntent(lead);   // the intent (L351)
  const score = fit * 0.6 + intent * 0.4;        // the score (L351)

  if (score > 0.8) return { route: 'rep', score };     // the hot (L351)
  if (score > 0.5) return { route: 'nurture', score }; // the warm (L351)
  return { route: 'park', score };
}

// 2 · THE CRM (L227) — the reads and the writes (L351).
async function crmContext(lead) {
  const history = await crm.read(lead.id);       // the reads (L227)
  return { lead, history };
}

// 3 · THE OUTREACH (L324) — the draft and the approval (L351).
async function outreach(lead) {
  const { history } = await crmContext(lead);
  const draft = await model.invoke({
    system: 'Draft a personal sales email from the lead history.',
    context: history,                           // the grounded (L337)
  });

  // THE APPROVAL (L324): the high-volume or the new sends (L351).
  if (lead.segment === 'new' || blast) {
    return approvalGate(draft, lead);           // the human (L208, L324)
  }
  await crm.write(lead.id, { note: draft, stage: 'contacted' });  // L227
  return send(draft);
}

What the reader must SEE — the flow, applied:

  fit × 0.6 + intent × 0.4    → the scoring (L351)
  route: rep vs nurture        → the routing (L351)
  crm.read + crm.write         → the integration (L227)
  the grounded draft           → the outreach (L337, L351)
  approvalGate on the new      → the L324 gate (L324)

  The triage sorts, the CRM feeds, the outreach gates (L351).

• The triage is the lead's latency (L351). The scoring (L351) — the sub-second (L351) routing (L351).
• The CRM is the integration's latency (L227). The reads (L351) — the cached (L351) history (L351).
• The draft is the model's cost (L334). The tokens (L332) per draft (L351) — the L334 attribution (L334) (L351).
• The approval is the send's latency (L324). The human (L208) — the hours (L351) for the gated (L324).

• The AI sales assistant = the sales's design (L351): the clarify, the triage, the CRM, the outreach.
• The clarify: the reps (L162), the leads (L351), the channels (L351).
• The triage: the fit (L351), the intent (L351), the routing (L351).
• The CRM: the integration (L227) — the reads and the writes (L351).
• The outreach: the drafts (L351) and the approvals (L324).

AI SALES ASSISTANT = the leads, the CRM, the gated outreach

THE CLARIFY (L351)
  the users (L162) — the sales reps (L351)
  the leads (L351) — the volume (L351)
  the outreach (L351) — the channels (L351): the email (L224), the calls

THE TRIAGE (L351)
  the lead scoring (L351): the fit (L351) — the firmographic (L351)
  the intent (L351) — the behavioral (L351)
  the routing (L351): the hot → the rep (L351),
  the warm → the nurture (L351)

THE CRM (L227)
  the integration (L227): the reads (L351) — the history (L351)
  the writes (L351) — the notes, the stages (L351)

THE OUTREACH (L324)
  the drafted messages (L351) — the AI drafts (L351)
  the sends (L351) — the approval-gated (L324):
  the high-volume (L351) and the new (L351) → the human (L208)

INTERVIEW, 4 MOVES
  1 clarify  "the reps, the leads, the channels (L351)"
  2 triage   "the fit, the intent, the routing (L351)"
  3 CRM      "the reads and the writes (L227)"
  4 outreach "the drafts and the approvals (L324)"

You now hold the design: the triage, the CRM, and the gated outreach — with the stars routed and the offers signed. The talent desk sorts the applicants — and the manager signs the big offers (L351).

Next: the resume ingestion, the matching, and the bias — AI Recruiting Platform (L352).