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TFG brings product strategy, design, engineering, cloud, mobile, and AI delivery into one accountable build motion for teams moving from idea to production.
Threshing Floor Group builds platforms for artificial intelligence, healthcare, fintech, and verification. We work with teams that need product work to survive real launch conditions.
Born in 2020 to solve the gap between strategy and production release.
AI Built In USA
Live operating overlap between New York and Hyderabad.
USA Clock
New York time
India Clock
Hyderabad time
Building intelligent systems that learn, adapt, and scale.
Every TFG product follows the same six-stage delivery path — from the first brief through AI integration and live launch. Here's where each one stands.
TFG Delivery Path
Brief → Strategy → Design → Build → AI → Launch
AI Verification
Healthcare
Digital Lending
Business Network
E-commerce
AI Verification
Healthcare
Digital Lending
Business Network
E-commerce
Product proof in motion across healthcare, fintech, e-commerce, and verification. We build products that work in production.
Live Systems
Domain Verticals
Accountable Path
AI Background Verification
One hiring verification flow for screening, checks, reports, and enterprise review.
Healthcare App
One care journey for health prompts, trusted guidance, and app-first patient action.
Digital Lending
One lending workflow for applications, documents, verification, and approval visibility.
Business Network
One network for founders to find conversations, events, and growth opportunities.
E-commerce App
One deal flow built for quick choice, repeat visits, and cleaner campaign handoffs.
We shape the work around the problem, the build path, and the launch moment so every stage of the lifecycle stays visible and accountable.
Turn product intent into clear priorities, release paths, AI opportunity maps, and build decisions your team can act on.
Production web, mobile, API, and internal systems designed around delivery pressure, scale, and maintainable operations.
AI assistants, automation workflows, decision support, and model-aware product experiences that enter real work safely.
Cloud foundations, deployment automation, observability, and guardrails for teams that need software to stay available.
Move manual loops into connected systems across customer, staff, finance, HR, and operational workflows.
Interfaces, design systems, landing experiences, and product flows that feel clear from first contact through daily use.
Secure, role-aware platforms for lending, verification, healthcare, commerce, and teams with measurable operating needs.
App-first experiences for healthcare, retail, automotive service, and communities where repeat usage matters.
The build is managed as a visible operating system, not a handoff chain. Every stage is designed for inspection and accountability.
Problem & Scope
UX + AI Flow
Engineering
AI-First Layer
Deploy & Ship
Grow & Optimize
Without a clear delivery path
How most product builds operate
With TFG — end to end
One path. Full accountability.
TFG resource work aligns people, IT capacity, and cost control around the work that must ship. We manage the gaps so the build stays on track.
Human Resource
Role definition, staffing plans, hiring pipelines, documentation, and workforce routines aligned to delivery needs.
Technology Resource
Skill mapping, project allocation, remote delivery support, vendor visibility, and utilization planning before deadlines slip.
Operating Rhythm
Payroll, attendance, policy, performance support, and repeatable team operations that protect daily execution.
The Build Path
We keep engineering execution, AI integration, launch planning, and operating support connected through one accountable delivery path.
One accountable path across product, UX, engineering, AI, and launch
Existing product proof across healthcare, e-commerce, and fintech
Enterprise-grade thinking without domain silos
AWS/Nginx deployment and operating environment awareness
Preservation of existing backend and legacy payloads
TFG builds with a set of non-negotiable practices that keep your product on track — from the first brief through the final release and beyond.
AI wired into every layer from day one — not added as an afterthought once the build is already done
Shipping timelines locked before code is written so teams stay honest and accountable to real delivery
Design and engineering planned together — never handed off — so context and intent are never lost between teams
Every delivery includes post-launch ops visibility so nothing breaks silently in production under real usage
5 Days
From brief to a working product frame and delivery roadmap
Zero Silos
Strategy, design, and engineering always move as one team
AI-First
Architecture decision on every project engagement we take on
Full Ops
End-to-end accountability from kickoff through production launch
Every client follows one clear path — scoped fast, built on schedule, shipped with full accountability.
Live Engagement Flow
Contact
Within 24 h
Brief
Scope in 48 h
Kickoff
Day 5
Build
Week 2+
Review
Week 4
Ship
On schedule
Texas, USA
2245 Texas Drive Suite 300, Sugar Land, TX 77479
Telangana, India
T-Hub, TFG Office, Knowledge City Rd, Panmaktha, Hyderabad 500032
Telangana, India
STPI, DivyaSree Solitaire Bldg 15, Inorbit Mall Rd, Madhapur 500081
TFG maps the first practical path from system requirement to production-ready execution. Let's start the build.
01
Product Clarity
02
Delivery Path
03
Launch Discipline
Tell us what you're building. We'll tell you how we'd ship it — clearly, accountably, and fast.
7+
Products shipped
2020
Founded & building
USA+HYD
Dual coverage
AI-first
Every delivery
Trusted In The Field
Fintech, education, mobility, and e-commerce teams have shipped with TFG.
