Usecases / Finance

Supercharge Your
Financial Operations

Enhance fraud detection, streamline payments, and accelerate KYC processes with memory-powered AI that learns from every transaction.

EdTech AI Learning Interface
Challenges

Problems Faced

Legacy financial systems struggle with efficiency, speed, and context retention.

Repetitive Fraud Checks

Legacy systems reprocess the same entities/devices each time → redundant and expensive.

Rigid Payments Logic

No memory of past issuer quirks or merchant behavior → higher declines, lost revenue.

Fragmented Case Data

KYC, device, and transaction info live in silos → agents can't act fast or see full context.

Features

Intelligent Financial Features

Transform financial operations with memory-powered AI that learns and adapts from every transaction.

Fraud prevention system showing device and entity memory

Persistent Memory for Fraud Prevention

Remembers devices and prior entities → avoids duplicate checks → slashes token and infra costs.

Adaptive checkout system with learning capabilities

Checkout that Learns Over Time

Alchemyst retains issuer quirks and merchant-specific logic → faster, more accurate auths.

Smart credit routing system showing optimized checks

Smart Credit & BNPL Routing

No more sending full loan ledgers → eligibility checks become 70% cheaper and smarter.

Unified financial case management interface

Unified View of Financial Cases

KYC, payments, and user fingerprints stitched into one memory → faster resolution, fewer reruns.

Cost optimized. Out of the box.

Run agents with more power with lesser cost.

Does the heavy lifting of memory offloading by itself.
Optimizes token expenditure with efficient prompts.
Highly capable of handling longer tasks.

Standard Agent

Token Used (Avg)3M tokens

High token usage, short context window

Alchemyst-enhanced Agent

Token Used (Avg)1.8M tokens

Shorter prompt optimized with Alchemyst

Memory Connected
JavaScript
Python
import MemoryClient
from
'@alchemyst/memory';

const
client =
new
MemoryClient('your-api-key');
JavaScript
Python
import
os
from
alchemyst.memory
import
MemoryClient

client = MemoryClient('your-api-key')

Two liner integration

Alchemyst connects seamlessly with your current setup. Just one copy-paste command away.

Huge repertoire of compatible tools.
SOC-2 and HIPAA compliant with secure storage.
Observability on runtime.