T7 ships real-time fraud detection systems with the reason codes analysts and regulators demand — payments, claims, identity, ATO.
Rules-only fraud engines catch known patterns and miss adaptive fraud. Analyst queues drown in false positives.
Model-based fraud teams struggle with sub-100ms latency and explainability at the same time.
We combine gradient-boosted models with graph features and streaming feature stores to score events in <100ms.
Every score carries SHAP-based reason codes so analysts can act and regulators can audit.
Analyst UI, case management and feedback loops are shipped with the model — not left as an afterthought.
Events flow through Kafka + Flink; features join in real time from feature store.
Model produces score + reason codes in <100ms; low-confidence cases route to analyst queue.
Analyst outcomes feed retraining; drift + performance monitored per segment.
Production ML for forecasting, churn, risk and pricing — trained on your data.
Explore serviceAI-native automation that reads, decides and acts across your systems.
Explore serviceProduction-grade GPT, Claude, Gemini and open-source LLMs — grounded in your data.
Explore serviceWe keep the rules engine as a floor and layer ML on top — best of both. Rules catch known, ML catches novel.
Live monitoring on performance + population stability; automated retraining triggers with champion/challenger rollout.
Yes — training and inference can be fully on-prem or edge for regulated environments.
Industries where this workflow ships, the insights behind it, and the tradeoffs to weigh.
AI for operators and communication platforms
AI-driven logistics & fleet
AI-native retail & commerce
LLMs are not always the right tool. A decision framework — with real cost-per-inference numbers — for choosing between generative and classical ML in enterprise workloads.
A field report on where AI is really deployed in banks, insurers and NBFCs — and where it's still theatre.
Exposing enterprise systems to AI: REST vs MCP
n8n vs Zapier for AI-native workflow automation
Talk to a senior AI consultant from T7 about your industry, workflow, or product idea. Free, no commitment — reply within one business day.