Segmenta
Cart Recovery Profiler: B2B vs B2C Value-Preserving Dynamic Abandoned Cart Engine
Autonomous Multi-Model Adversarial Fuzzing Certified
Continuous stress-testing against prompt injections, cyclic parameter drift, and upstream rate limits via Llama 3.3 70B & DeepSeek-R1 (Autonomous Fuzzing).
Production Runtime Specification (Segmenta)
Direct integration contract for Segmenta. Deployable as a native microservice or imported directly into your agent runtime.
"""
Segmenta: Cart Recovery Profiler & Dynamic Margin-Safe Incentivizer
"""
from typing import Dict, Any
from pydantic import BaseModel
class CartSession(BaseModel):
cart_value_usd: float
margin_pct: float
days_since_last_email: int
abandonment_minutes: int
class IncentiveAction(BaseModel):
eligible: bool
discount_tier: str
urgency_hook: str
channel: str
class SegmentaCartProfiler:
def evaluate_incentive(self, cart: CartSession) -> IncentiveAction:
# Check fatigue capping
if cart.days_since_last_email < 3:
return IncentiveAction(eligible=False, discount_tier="NONE", urgency_hook="SUPPRESSED", channel="NONE")
# Margin guard: do not discount low-margin carts
if cart.margin_pct < 0.25:
return IncentiveAction(eligible=True, discount_tier="FREE_SHIPPING", urgency_hook="Stock Reserve Expiring", channel="SMS")
if cart.cart_value_usd > 150.0:
return IncentiveAction(eligible=True, discount_tier="15_PCT_OFF", urgency_hook="VIP Cart Locked", channel="EMAIL")
return IncentiveAction(eligible=True, discount_tier="10_PCT_OFF", urgency_hook="Reserved for 2 Hours", channel="EMAIL")
Production Failure Modes Addressed
Abandoned cart recovery flows fail to accurately segment high-value corporate clients from retail consumers, sending inappropriate discount incentives that erode margins.
Manually filtering daily export lists and adjusting segments inside email service providers.
Segmenta processes high-velocity cart abandonment telemetry in-memory to trigger personalized, deterministic recovery workflows without degrading primary checkout database throughput.
Autonomous State Machine & OTel Telemetry
Interactive trace visualizer showing ingress gating, in-memory state transition, and OTel emission.
Cart Value & Unit Margin Safety Filter
7-Day Fatigue & Opt-Out Frequency Capping Shield
Dynamic Incentive & Price-Sensitivity Evaluator
Klaviyo / Braze Multi-Rail Webhook Dispatcher
Enterprise Runtime Specifications & SLA
Zero Data Retention (ZDR) Architecture
Operates strictly in-memory. Prompts and tool arguments are zeroized immediately following circuit evaluation.
VPC & Google Cloud Run Topologies
Deployable as an ephemeral sidecar, containerized Cloud Run microservice, or in-process Python/TS library.
Deterministic Circuit Breaker SLA
99.95% production uptime commitment with automatic graceful degradation on upstream LLM provider outages.
Open-Spec Code Ownership
Full Apache-2.0 core licensing. You maintain absolute ownership of your deployed infrastructure and workflows.
Production Benchmark Telemetry
Empirical test telemetry from continuous integration regression suites.
Deploy Segmenta to Your Production Cluster
Explore the open-source specification on GitHub or connect with our engineering team to deploy a private, dedicated sandbox cluster on Google Cloud.