Define the outcome
Scope, access, and acceptance criteria.
AUTOMATION · AI · SOFTWARE
Less repetitive work.
More room to grow.
Connect your systems, automate the routine, and build the backend your business needs. Talon Forge brings technical work into clear, testable milestones.
FROM IDEA TO HANDOVER
Build in focused sprints
Bounded deliverables and visible progress.
Test the real workflow
Checks, error handling, and quality review.
Hand over with clarity
Documentation and agreed release checks.
WHAT WE BUILD
Practical solutions for work that slows you down.
Start with one defined problem. Expand once the first milestone earns its place in your workflow.
01 / CONNECT
API integration
Connect business systems and move information reliably between the tools you already use.
- REST APIs, webhooks and third-party services
- Data synchronization, validation and transformation
- Retries, error handling and operational logs
A good first step: one reliable integration
02 / AUTOMATE
Workflow automation
Reduce repetitive work, manual copying and scattered handoffs with Python and AI-assisted workflows.
- Report and document processing
- Approval, task-routing and scheduled workflows
- Quality checks and human approval controls
A good first step: one measurable workflow
03 / BUILD
Backend development
Build dependable services for data, business logic and the systems around your application.
- Python services and FastAPI
- Database-backed applications
- Deployment preparation, Docker and integrations
A good first step: one working technical slice
04 / ASSIST
AI agents & assistants
Use AI where it can speed up real work while keeping quality, approvals and business rules visible.
- Task-specific AI assistants and agent workflows
- OpenAI-powered extraction, drafting and classification
- Routing, approval gates and human oversight
A good first step: one bounded assistant workflow
05 / ANALYZE
Data processing & reporting
Turn messy, repetitive or high-volume information into structured data and useful business output.
- Cleaning, normalization and transformation
- Automated summaries, trend analysis and recommendations
- Professional client-ready reports
A good first step: one repeatable data pipeline
06 / OPERATE
Dashboards & internal tools
Give teams a clear view of work, status, metrics and operational decisions in one place.
- Internal web tools and business dashboards
- Job, workflow, delivery and cost tracking
- Operational monitoring and status views
A good first step: one useful operational view
07 / VERIFY
Software testing & QA
Increase confidence before release with structured testing, review and automated quality checks.
- Automated tests and regression coverage
- API, backend and workflow validation
- Bug reproduction, QA review and release checks
A good first step: one critical workflow under test
08 / EXPLAIN
Technical documentation
Make systems easier to operate, hand over and maintain with clear technical documentation.
- User guides and operating procedures
- API, architecture and deployment documentation
- Technical research and implementation notes
A good first step: document one important system
SELECTED INTERNAL PROJECTS
Built through hands-on development.
These projects show the kinds of systems we work on. Client scope and delivery commitments are agreed separately.
ORCHESTRATION & AUTOMATION
Talon Forge
An AI-assisted workflow system combining task orchestration, testing, quality review, rework, and approval gates.
Explore the engineering focus →DATA & APPLICATION DEVELOPMENT
Hercules
An internal software project involving market-data retrieval, backend storage, scheduled processing, and email notifications.
Explore the engineering focus →HOW WE WORK
Clear scope. Visible progress. Checked deliverables.
Understand
Clarify the problem, required access, budget, and what a successful result looks like.
Agree
Define milestones, deliverables, payment terms, and acceptance checks before production begins.
Build & review
Use focused technical sprints, automated checks, and review to address issues before handover.
Deliver
Review the agreed outcome, provide documentation, and plan the next step where useful.
START WITH THE PROBLEM
Shape your project brief.
Tell us what takes too long, what needs connecting, or what you want to build. A useful brief makes the first conversation more productive.
This tool prepares a brief on your device. It does not send an enquiry or store your information.