τλάω (tláō) — to bear, to endure
TLÁO

Tactical Layer for Action & Outcomes

AI agents that bear your operational burden

TLÁO Plan
TLÁO Grant
TLÁO Builder
TLÁO Email

Powerful Features

Built with AWS and AI for robust, scalable automation

Smart Documents

Process emails, PDFs, audio, and text with AI extraction.

Audio Transcription

Automatic transcription using AWS Transcribe.

Multilingual

English, Spanish, and Portuguese support.

Serverless

AWS Lambda for automatic scaling.

Secure

End-to-end encryption with AWS KMS.

Free Tier Optimized

Designed for AWS Free Tier limits.

TLÁO Product Suite

Purpose-built AI agents and control plane for operational excellence

TLÁO Plan

Execution Planning

Transform messy inputs into clear, actionable weekly plans for solo founders.

Analyzes emails, notes, invoices
Generates execution plans
Identifies blockers
Creates alerts

TLÁO Grant

Grant Discovery

Discover grants, assess eligibility, and generate proposals for NGOs and startups.

Discovers grant opportunities
Assesses eligibility
Drafts proposals
Multilingual (EN/ES/PT)

TLÁO Email

AI Email Management

Smart email organization with AI-powered categorization, drafting assistance, and calendar integration.

AI-powered email management
Smart categorization & prioritization
Draft assistance & tone analysis
Calendar integration & scheduling

TLÁO Builder

Agent Control Plane

Unified orchestration layer abstracting Kiro and future agents behind a Task → Run → Artifact system.

Agent orchestration control plane
Unified Task → Run → Artifact system
Pluggable executor architecture
Web UI, CLI, and SDK

AWS-Native Architecture

Built entirely on AWS services for maximum reliability, scalability, and cost-effectiveness. Designed to operate within Free Tier limits while providing enterprise-grade capabilities.

Amazon Bedrock

Claude 3 Sonnet for AI reasoning and structured output generation

AWS Lambda

Serverless compute for document ingestion and agent orchestration

Amazon DynamoDB

NoSQL database for user data, sessions, and metadata storage

Amazon S3

Object storage for documents, transcripts, and results with encryption

Amazon Transcribe

Speech-to-text service for audio file processing

API Gateway

RESTful API endpoints with authentication and rate limiting

Request Flow Architecture

1

Document Upload

Users upload documents via API Gateway with authentication

2

Processing

Lambda functions parse documents and handle transcription

3

AI Analysis

Bedrock processes content and generates structured outputs

4

Storage

Results stored in DynamoDB with documents in S3

Security & Compliance

  • End-to-end encryption with AWS KMS
  • Builder ID authentication with session management
  • Row-level security for user data isolation
  • HTTPS/TLS encryption for all communications

Scalability & Performance

  • Serverless auto-scaling with AWS Lambda
  • DynamoDB on-demand billing for variable loads
  • Retry logic with exponential backoff
  • CloudWatch monitoring and alerting

AWS Free Tier Optimized

Carefully designed to operate within AWS Free Tier limits with intelligent cost monitoring, token usage tracking, and resource optimization strategies.

Simple, Transparent Pricing

Choose the plan that fits your needs. All plans include AWS Free Tier optimization.

Free

Perfect for individuals and small projects

$0/month
  • 100 emails/month processed
  • 5 execution plans/month
  • 5 grant proposals/month
  • Basic agent orchestration
  • Community support
  • AWS Free Tier optimized

Pro

For growing teams and businesses

$49/month
  • 1,000 emails/month processed
  • 50 execution plans/month
  • 50 grant proposals/month
  • Advanced agent orchestration
  • Priority support
  • API access
  • Team collaboration
  • Analytics & reporting

TLÁO Plan

  • Execution plans: $0-49/mo
  • Email processing: Included
  • AI analysis: Claude 3 Sonnet

TLÁO Grant

  • Grant proposals: $0-49/mo
  • Eligibility checks: Included
  • Multilingual: EN/ES/PT

TLÁO Email

  • Emails processed: $0-49/mo
  • AI categorization: Included
  • Calendar sync: Included

TLÁO Builder

  • Agent orchestration: $0-49/mo
  • Task → Run → Artifact: Included
  • CLI & SDK: Included

See It In Action

Experience how our AI agents transform unstructured inputs into actionable, structured outputs that drive real business value.

TLÁO Plan Demo

See how messy operational inputs become structured execution plans

Input

Email: "Urgent: Client reported bug in payment system, needs fix ASAP" GitHub Issue #123: "Implement user dashboard analytics" Note: "AWS bill due next Friday, $47.23" Meeting: "Discussed new mobile app features with team"

Structured Output

📋 Execution Plan
highFix payment system bug (URGENT)4h
mediumPay AWS bill0.5h
mediumImplement dashboard analytics8h
🚨 Alerts
Payment system bug requires immediate attention
AWS 10,000 AIdeas Competition

Competing for Innovation

Our AI Agent Platform is competing in the largest developer competition in AWS history, showcasing innovative AI applications built with AWS tools.

$250,000
Total Prize Pool
10,000+
Expected Participants
20
Winner Categories
5
Competition Tracks

Competition Timeline

Dec 5, 2025
Competition starts
Jan 21, 2026
Initial submissions due
Feb 11, 2026
Top 1,000 semi-finalists announced
Mar 13, 2026
Prototype articles published
Apr 30, 2026
Winners announced

Our Submission

Competition Track

Workplace EfficiencySocial Impact

Key Innovation

Unified AI agent platform serving both solo founders (TLÁO Plan) and NGOs/startups (TLÁO Grant) with shared AWS infrastructure.

AWS Services Used

BedrockLambdaDynamoDBS3TranscribeAPI Gateway

Why We'll Win

  • • Addresses real problems for underserved markets
  • • Innovative dual-agent architecture
  • • Production-ready with comprehensive testing
  • • AWS Free Tier optimized for accessibility
  • • Strong social impact potential (LATAM focus)

Prize Categories

Grand Prize

$50,000

Overall winner across all tracks

Track Winners

$25,000

Winner in each of 5 competition tracks

Category Awards

$10,000

Multiple category-specific awards

Follow Our Journey

Stay updated on our progress in the competition and get early access to the AI Agent Platform when it launches.

Learn About Competition