Sold by: DinoCloud
Troodon is an AWS-native GenAI agent that scales the diagnostic work of your best commercial analyst across every customer and category, every week, specialized for Retail and CPG. Built on Amazon Bedrock + AgentCore + Knowledge Bases, with versioned methodology and SQL guards on Redshift.
Overview
Troodon turns your best commercial analyst into a system. It ingests market data (Scentia / Nielsen-equivalent) and ERP/sell-out data (SAP, distributor systems), applies a category-management methodology proven at top CPG brands, and returns a prioritized list of revenue opportunities for every customer × category — every week.
Why Troodon
Commercial teams today analyze only their top accounts in detail. Troodon brings the same diagnostic depth — share, price index, distribution, coverage, distributor pricing, stock and assortment gaps — to every customer and every category, on demand. Output is persona-aware: tailored for Planning Leads, Key Account Managers and Field Reps.
AWS-native architecture
Five architectural layers, each governed in its own repository:
- Application — CloudFront, S3, Cognito, API Gateway. Branded chat experience with persistent history and thumbs-up/down feedback loop.
- Backend — ECS Fargate (FastAPI), Bedrock Converse, Bedrock AgentCore. Two specialized agents (Knowledge + Text-to-SQL) with sqlglot SELECT-only AST validation, dynamic value discovery and schema introspection.
- Knowledge Base — Bedrock Knowledge Bases with Cohere Rerank v3.5, S3 Vectors, Titan Embeddings v2. Versioned corpus: methodology, schemas (YAML) and use-case artifacts.
- Data foundation — Amazon Redshift, AWS Glue, Lambda. Materialized views per source, integrates SAP and market-data systems.
- Agent prompt — system prompt versioning, behavioral rules, persona templates with their own evaluation harness.
Highlights
- End-to-end commercial diagnostic in 3–5 months on AWS. Two specialized agents (Knowledge + Text-to-SQL) on Bedrock + AgentCore, Knowledge Base with versioned methodology and use-case artifacts, persona-aware orchestrator, and pilot — delivered across four phases adapted to your data maturity tier (Tier 1: 12–16 weeks · Tier 2: 8–10 weeks · Tier 3: 6–8 weeks).
- 9 commercial gap types detected automatically: share, price index, distribution (DF/WD), coverage, distributor pricing, stock and DOH risk, assortment, segment performance, and segment absence — prioritized by revenue impact for every customer and category, not just top accounts.
- Proven at top CPG manufacturer: SAP-to-Data-Lake in 8 weeks, 9 gap types live, validation pilot covering Supermarkets (KA) and distributors. Delivered by DinoCloud, AWS Premier Tier Services Partner.
Details
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Delivery method
Deployed on AWS
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Pricing
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Resources
Vendor resources
Support
Vendor support
Email: info@dinocloud.com Website: https://troodon.dinocloud.com Phone: Available on request from the account contact above.
DinoCloud provides technical support during the four-phase delivery (Discovery, Data foundation, Agent build, Pilot) and post-deployment through the Troodon Managed Service tier. Standard SLAs apply; enterprise SLAs available on request. Support hours cover business hours in AR / US time zones, with 24x7 on-call for production-critical issues under a Managed Services engagement.
Software associated with this service
By Cohere
Rerank improves search systems by sorting documents based on their semantic similarity to a query.