Zatražite rani pristup

Unesite ime te adresu e-pošte ili telefonski broj. Poslat ćemo vam pojedinosti o pristupu platformi Tajo.

Izrada vašeg prvog agenta

Ovaj vas vodič vodi kroz izradu agenta Cart Recovery Agent, AI agenta koji nadzire napuštene košarice i orkestrira personalizirani slijed vraćanja kupaca putem e-pošte, SMS-a i WhatsAppa uz pomoć Brevo MCP alata.

Preduvjeti

  • Brevo račun s API ključem (nabavite ga ovdje)
  • Konfiguriran Brevo MCP poslužitelj (vodič za postavljanje)
  • Claude Desktop, Claude Code ili bilo koji klijent kompatibilan s MCP-om
  • Predlošci e-pošte za vraćanje košarica izrađeni u Brevu

Kako agenti rade

Agent je markdown datoteka koja definira sljedeće:

  1. Identitet, što agent radi i koja su njegova ograničenja
  2. Alate, kojim MCP alatima može pristupiti
  3. Upute, kako treba zaključivati i djelovati
  4. Zaštitne ograde, što nikada ne smije učiniti

Kada se pozove, agent koristi LLM za zaključivanje o cilju, odabir prikladnih alata i izvršavanje radnji nad Brevo API-jem.

Marketer: "Set up cart recovery for carts over $50"
Agent reads its specification (tools, constraints)
Agent reasons: "I need to create a segment, design a sequence, set up tracking"
Agent calls: brevo/create-segment → brevo/send-email → brevo/send-sms → brevo/track-event
Result: 3-step recovery sequence active, tracking events flowing

Korak 1: Definirajte agenta

Izradite datoteku pod nazivom cart-recovery-agent.md:

---
name: cart-recovery-agent
description: Recover abandoned carts with personalized multi-channel sequences
version: 1.0.0
temperature: 0.2
max_tokens: 4096
tools:
- brevo/list-contacts
- brevo/get-contact
- brevo/create-segment
- brevo/send-email
- brevo/send-sms
- brevo/track-event
- brevo/get-email-templates
- brevo/get-email-stats
triggers:
- event: cart_abandoned
conditions:
- cart_value: "> 50"
- time_since_activity: "> 30m"
- schedule: "0 */4 * * *"
permissions:
- contacts:read
- email:send
- sms:send
- events:write
---
# Cart Recovery Agent
You are an e-commerce cart recovery specialist working with Brevo's
engagement platform. Your goal is to recover abandoned carts through
personalized, well-timed multi-channel outreach.
## Strategy
When a cart is abandoned:
1. **Wait 1 hour**, then send a reminder email with cart contents
2. **Wait 24 hours**, if no open → send SMS with urgency message
3. **Wait 48 hours**, if still no recovery → send final email with
incentive (discount code if cart value > $100)
## Decision Framework
- Cart value < $50: Skip (not worth recovery cost)
- Cart value $50-$100: Email only (2 touches)
- Cart value $100-$250: Email + SMS (3 touches)
- Cart value > $250: Email + SMS + personal outreach flag
## Rules
- NEVER send more than 3 messages per abandoned cart
- NEVER contact customers who opted out of marketing
- ALWAYS check if cart was recovered before sending next step
- ALWAYS personalize with customer first name and cart items
- ALWAYS track recovery events for attribution
- Respect quiet hours: no SMS between 9pm-9am customer local time
## Email Templates
Use these Brevo template IDs:
- Reminder (step 1): template_id 101
- Urgency (step 2): template_id 102
- Incentive (step 3): template_id 103
## Metrics to Track
- `cart_recovery_email_sent`, recovery email dispatched
- `cart_recovery_sms_sent`, recovery SMS dispatched
- `cart_recovered`, customer completed purchase
- `cart_recovery_failed`, sequence completed without recovery

Korak 2: Registrirajte alate

Agent treba pristup određenim Brevo MCP alatima. Polje tools u frontmatteru definira koje alate agent može pozvati. Kada se agent pokrene, može pozvati samo te alate, sve ostalo je blokirano.

Evo što svaki alat radi u kontekstu ovog agenta:

tools:
# Read customer data and cart state
- brevo/list-contacts # Find customers with abandoned carts
- brevo/get-contact # Get individual customer details
# Create targeted segments
- brevo/create-segment # Segment by cart value, time, behavior
# Send recovery messages
- brevo/send-email # Transactional recovery emails
- brevo/send-sms # SMS nudges for high-value carts
# Track outcomes
- brevo/track-event # Log recovery attempts and results
- brevo/get-email-stats # Check if emails were opened
- brevo/get-email-templates # Verify templates exist

Korak 3: Izradite lanac izvršavanja

Za složene agente možete definirati višekoračni lanac izvršavanja u kojem specijalizirani podagenti obrađuju različite faze:

chain.yaml
steps:
- agent: analyzer
input: |
Analyze the abandoned cart data for the past 4 hours.
Goal: {task}
Use brevo/list-contacts to find contacts with
CART_ABANDONED event in the last 4 hours.
Segment by cart value tier.
- agent: sequencer
input: |
Based on this analysis, design recovery sequences:
{previous}
For each tier, create the appropriate message sequence
using the decision framework.
- agent: executor
input: |
Execute these recovery sequences via Brevo:
{previous}
Send emails and SMS according to the timing rules.
Track every action with brevo/track-event.
- agent: reporter
input: |
Generate a recovery report from these execution results:
{previous}
Include: carts targeted, messages sent, early recoveries,
projected revenue impact.

Korak 4: Testirajte agenta

Uz Claude Code

Terminal window
# Point Claude Code at your agent spec
claude --mcp brevo "Run the cart recovery agent for abandoned carts in the last 4 hours"

Uz Claude Desktop

Nakon što je Brevo MCP poslužitelj konfiguriran, zatražite od Claudea sljedeće:

Pokreni moj agent za vraćanje košarica. Provjeri ima li napuštenih košarica iznad 50 USD u posljednja 4 sata i izvrši slijed vraćanja.

Claude će učiniti sljedeće:

  1. Pročitati specifikaciju agenta
  2. Pozvati brevo/list-contacts kako bi pronašao napuštene košarice
  3. Segmentirati prema vrijednosti košarice pomoću okvira za odlučivanje
  4. Poslati e-poruke za vraćanje putem brevo/send-email
  5. Staviti SMS poruke za praćenje u red čekanja putem brevo/send-sms
  6. Pratiti sve događaje putem brevo/track-event

Programsko izvršavanje

import { TajoAgent } from "@tajo/agent-sdk";
import { BrevoMCPServer } from "@tajo/brevo-mcp-server";
const brevo = new BrevoMCPServer({
apiKey: process.env.BREVO_API_KEY,
});
const agent = new TajoAgent({
specPath: "./cart-recovery-agent.md",
mcpServers: [brevo],
model: "claude-sonnet-4-6",
});
// Run the agent
const result = await agent.run(
"Recover abandoned carts over $50 from the last 4 hours"
);
console.log(result.summary);
// → "Processed 23 abandoned carts. Sent 23 reminder emails,
// 8 SMS messages. 3 carts already recovered during execution."

Korak 5: Rasporedite agenta

Pokrenite agenta prema ponavljajućem rasporedu:

Na temelju crona

# In your agent spec frontmatter
triggers:
- schedule: "0 */4 * * *" # Every 4 hours
timezone: "America/New_York"

Na temelju događaja

triggers:
- event: cart_abandoned
conditions:
- cart_value: "> 50"
- time_since_activity: "> 30m"
debounce: 5m

Webhook

triggers:
- webhook: /agents/cart-recovery/trigger
method: POST
authentication: api_key

Korak 6: Nadzirite i unaprjeđujte

Pratite učinkovitost agenta putem Brevo događaja:

-- Recovery rate by cart value tier
SELECT
CASE
WHEN cart_value < 100 THEN '$50-$100'
WHEN cart_value < 250 THEN '$100-$250'
ELSE '$250+'
END as tier,
COUNT(*) as carts_targeted,
SUM(CASE WHEN recovered THEN 1 ELSE 0 END) as recovered,
ROUND(SUM(CASE WHEN recovered THEN 1 ELSE 0 END)::numeric
/ COUNT(*) * 100, 1) as recovery_rate_pct,
SUM(CASE WHEN recovered THEN cart_value ELSE 0 END) as revenue_recovered
FROM cart_recovery_events
WHERE created_at > NOW() - INTERVAL '30 days'
GROUP BY tier
ORDER BY tier;

Primjer: cjelovita sesija s agentom

Evo stvarne interakcije između marketinškog stručnjaka i agenta Cart Recovery Agent:

Marketer: "Check abandoned carts from today and start recovery"
Agent: Checking for abandoned carts in the last 24 hours...
[Calls brevo/list-contacts with filter CART_ABANDONED_AT > today]
Found 47 abandoned carts:
- 12 carts under $50 (skipping per policy)
- 23 carts $50-$100 (email-only tier)
- 8 carts $100-$250 (email + SMS tier)
- 4 carts over $250 (email + SMS + flag for personal outreach)
Starting recovery sequences...
[Calls brevo/send-email × 35 with template_id 101]
[Calls brevo/track-event × 35 with event "cart_recovery_email_sent"]
✅ Step 1 complete:
- 35 reminder emails sent
- 12 SMS queued for 24h follow-up (high-value carts)
- 4 carts flagged for personal outreach
Next check scheduled in 4 hours.
Recovery tracking events: cart_recovery_email_sent (35),
cart_recovery_sms_queued (12), cart_recovery_escalated (4)

Sljedeći koraci

Zatražite rani pristup

Unesite ime te adresu e-pošte ili telefonski broj. Poslat ćemo vam pojedinosti o pristupu platformi Tajo.

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