Solutions

Pre-engineered AI solutions, shaped to your domain.

Where our services build something new, our solutions accelerate proven patterns. Each one is a starting point — adapted, not copied.

Six patterns

Adapt the engine. Keep the time saved.

Each pattern below is built on shared infrastructure for evaluation, observability and governance — so you don't pay the platform tax six times.

Diagram of an enterprise data flow connecting source systems, an AI inference layer and downstream business applications
S/01
Solution pattern

Intelligent Automation

Replace repetitive workflows with adaptive agents that learn from your data and humans-in-the-loop. We combine LLM reasoning with deterministic tooling so the system stays fast, cheap and auditable.

Typical outcomes
  • −60% manual effort
  • +3× throughput
  • Audit trail per decision
Use cases
  • · Claims triage and routing
  • · Back-office data reconciliation
  • · Compliance review workflows
S/02
Solution pattern

Predictive Analytics

Forecasting, churn modelling and anomaly detection for operations, finance and customer success. Models are calibrated, monitored and re-trained on a schedule we agree with you.

Typical outcomes
  • 94% precision
  • Sub-second scoring
  • Drift-monitored
Use cases
  • · Demand forecasting
  • · Customer churn scoring
  • · Real-time fraud detection
S/03
Solution pattern

Conversational AI

LLM-powered assistants grounded in your knowledge base, with safety, evaluation and observability built in. Deployable on web, mobile, voice and embedded into existing workflows.

Typical outcomes
  • 24/7 coverage
  • −40% support cost
  • Multi-channel
Use cases
  • · Customer support copilots
  • · Internal knowledge assistants
  • · Voice IVR replacement
S/04
Solution pattern

Vision QA

Real-time visual inspection for manufacturing, logistics and clinical contexts. Trained on your data, deployed on your hardware, designed to fail safely when confidence drops.

Typical outcomes
  • 99.2% recall
  • Edge-deployable
  • Sub-100ms inference
Use cases
  • · Defect detection on production lines
  • · Parcel sorting and routing
  • · Medical imaging triage
S/05
Solution pattern

Document Intelligence

Extract, classify and reason over PDFs, contracts, invoices and forms at scale. Combines OCR, layout analysis and LLM reasoning with full review tooling for low-confidence cases.

Typical outcomes
  • 50× faster
  • Audit-ready
  • Human-in-the-loop
Use cases
  • · Invoice and receipt extraction
  • · Contract clause analysis
  • · Public-sector record digitisation
S/06
Solution pattern

Recommendation Engines

Personalisation systems for content, commerce and learning that respect privacy. From cold-start to deep personalisation with explainable signals.

Typical outcomes
  • +22% conversion
  • Cold-start safe
  • Privacy-preserving
Use cases
  • · E-commerce product ranking
  • · Content & media discovery
  • · Adaptive learning paths
Solution principles

How we make solutions stick.

01

Adapt, don't copy

Every solution is a starting point — re-trained, re-tuned and re-shaped to your data and constraints.

02

Evaluate before launch

We define success metrics with you and run held-out evaluation suites before anything reaches production.

03

Observable in operation

Cost, latency, accuracy, drift and human-override rate visible from a single dashboard.

04

Reversible by design

Feature flags, shadow modes and rollback paths so you can ship confidently and back out cleanly.

Integrations

Plays nicely with your existing stack.

Our solutions are built to integrate, not replace. We have shipped connectors for the platforms below, plus dozens of bespoke integrations for client-specific systems.

Salesforce
HubSpot
ServiceNow
Zendesk
SAP
Workday
Microsoft 365
Google Workspace
Slack
Teams
Snowflake
Databricks
Stripe
Shopify
Twilio
SendGrid
Auth0
Okta

Looking for a Microsoft-native solution?

Microsoft 365, Azure, SharePoint, Exchange and licensing — handled end-to-end by our subsidiary Microsoft License.

Microsoft Technologies
FAQ

Solutions questions, answered.

06 · Questions

01

How are Talee solutions different from your services?

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Services start from a blank canvas. Solutions start from a pre-engineered pattern with proven architecture, evaluation harnesses and observability — then we adapt the engine to your data, constraints and brand. You pay for the adaptation, not the foundation.

02

Can a pattern be adapted to our data and security constraints?

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Yes. Every solution is re-trained, re-tuned and re-deployed inside your environment — cloud tenant, on-prem cluster or hybrid. We sign DPAs, run inside your VPC and respect data-residency rules in regulated sectors.

03

What is included on top of the pattern itself?

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Each solution ships with an evaluation suite, observability dashboards (cost, latency, accuracy, drift, override rate), feature flags, shadow modes and a runbook so your team can operate it on day one.

04

How do you integrate with our existing stack?

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We have shipped connectors for Salesforce, HubSpot, ServiceNow, Microsoft 365, Snowflake, Databricks and dozens of others, plus bespoke integrations for client-specific systems. We integrate, we do not replace.

05

What is a typical delivery timeline?

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A solution adaptation typically runs 6–12 weeks from kick-off to first production traffic, then continuous improvement on a quarterly rhythm. Vision QA and document intelligence often go live faster; conversational AI with deep knowledge bases usually takes longer.

06

Can we own the model and code at the end?

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Yes. Code, weights, prompts, evaluation data and runbooks are yours under the engagement contract. We hand over a clean repository and walk your team through operating it.