
Ep080: When AI Meets Accounting - How Sage is Transforming Business Software
02/25/25 • 20 min
From cost management to practical implementation, Sage's Amaya Souarez shares invaluable insights on building AI-powered business tools that deliver measurable value to customers.
Topics Include:
- Amaya Souarez introduced as EVP Cloud Services at Sage
- Overview of Sage: offers accounting, finance, HR and payroll tech for small businesses
- Company emphasizes human values alongside technology development
- Amaya oversees core cloud services and operations across 200+ products
- Sage Co-Pilot announced as new AI assistant – helping automate invoicing and cash flow management
- Common misconceptions with Generative AI
- AI solutions aren’t always solution to every problem
- Compares AI hype to previous blockchain enthusiasm
- Emphasizes starting with clear use cases before implementation
- Difference between task-based and reporting-based use cases
- Partnering with AWS to build accounting-specific language models
- Different accounting terminology varies by country
- Using AWS Bedrock and Lex for a domain-specific language model development
- Multiple AI models may be needed for single solution
- Customer feedback drives project funding decisions
- AI development integrated into regular product roadmaps
- Focus on reducing cost per user for AI features
- Success story: reducing 20-hour task to 5 minutes
- Tracks AI usage costs per customer interaction
- Early Gen AI hype caused confusion in the market
- Plans to make domain-specific models available via API
- Will offer language models on AWS Marketplace
- Emphasizes practical AI application over blind implementation
Participants:
- Amaya Souarez - EVP Cloud Services and Operations, Sage
See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon/isv/
From cost management to practical implementation, Sage's Amaya Souarez shares invaluable insights on building AI-powered business tools that deliver measurable value to customers.
Topics Include:
- Amaya Souarez introduced as EVP Cloud Services at Sage
- Overview of Sage: offers accounting, finance, HR and payroll tech for small businesses
- Company emphasizes human values alongside technology development
- Amaya oversees core cloud services and operations across 200+ products
- Sage Co-Pilot announced as new AI assistant – helping automate invoicing and cash flow management
- Common misconceptions with Generative AI
- AI solutions aren’t always solution to every problem
- Compares AI hype to previous blockchain enthusiasm
- Emphasizes starting with clear use cases before implementation
- Difference between task-based and reporting-based use cases
- Partnering with AWS to build accounting-specific language models
- Different accounting terminology varies by country
- Using AWS Bedrock and Lex for a domain-specific language model development
- Multiple AI models may be needed for single solution
- Customer feedback drives project funding decisions
- AI development integrated into regular product roadmaps
- Focus on reducing cost per user for AI features
- Success story: reducing 20-hour task to 5 minutes
- Tracks AI usage costs per customer interaction
- Early Gen AI hype caused confusion in the market
- Plans to make domain-specific models available via API
- Will offer language models on AWS Marketplace
- Emphasizes practical AI application over blind implementation
Participants:
- Amaya Souarez - EVP Cloud Services and Operations, Sage
See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon/isv/
Previous Episode

Ep079: AI, Innovation, and the Enterprise: Box's Journey with AWS
Box's Chief Product Officer Diego Dugatkin discusses how the enterprise content management platform is leveraging AI through partnerships with AWS Bedrock and continuing to innovate for their customers.
Topics Include:
- Introduction of Diego Dugatkin as Box's Chief Product Officer
- Box provides cloud content management for enterprise customers
- Focus on Intelligent Content Management
- Box serves 115,000 customers including 70% of Fortune 500
- Company manages approximately one exabyte of enterprise data
- Box expanding product portfolio to offer more customer value
- Partnership with AWS Bedrock for AI implementation announced
- Collaboration with Anthropic for LLM technology integration
- Box offers neutral approach letting customers choose preferred LLMs
- Common misconceptions about generative AI capabilities and limitations
- Generative AI helps accelerate contract analysis and classification processes
- Box Hubs enables content curation and multi-document queries
- Success measured through hub creation and query accuracy metrics
- Long-term AWS partnership continues expanding with new technologies
- Amazon is major Box customer while Box uses AWS
- API integration important for third-party developer implementations
- AI development exceeding speed expectations in efficiency improvements
- Challenges remain in defining AI agent roles and capabilities
- Content strategy crucial for deploying intelligent content management
- Companies must prepare for AI agents in workplace
- Flexibility in tech stack recommended over single-vendor approach
- Next 12-24 months will see accelerated industry changes
- Box maintains innovative culture through intrapreneurship approach
- Company regularly hosts internal and external hackathons
- Focus on maintaining integrated platform while acquiring companies
- Partnership between Box and AWS continues growing stronger
Participants:
- Diego Dugatkin – Chief Product Officer, Box
See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon/isv/
Next Episode

Ep081: Customer-First AI: DTEX Systems’ Journey with Generative AI and AWS
Ryan Steeb shares DTEX Systems’ strategic approach to implementing generative AI with AWS Bedrock, reducing risk while focusing on meaningful customer outcomes.
Topics Include:
- Introduction of Ryan Steeb, Head of Product at DTEX Systems
- Explanation of insider risk challenges
- Three categories of insider risk (malicious, negligent, compromised)
- How DTEX Systems is using generative AI
- Collection of proprietary data to map human behavior on networks
- Three key areas leveraging Gen AI: customer value, services acceleration, operations
- How partnership with AWS has impacted DTEX's AI capabilities
- Value of AWS expertise for discovering AI possibilities
- AWS Bedrock providing flexibility in AI implementation
- Collaboration on unique applications beyond conventional chat assistants
- AWS OpenSearch as a foundational component
- Creating invisible AI workflows that simplify user experiences
- The path to monetization for generative AI
- Three approaches: direct pricing, service efficiency, operational improvements
- Second and third-order effects (retention, NPS, reduced churn)
- How DTEX prioritizes Gen AI projects
- Starting with customer problems vs. finding problems for AI solutions
- Business impact prioritization framework
- Technical capability considerations
- Benefits of moving AI solutions to AWS Bedrock
- Fostering a culture of experimentation and innovation
- Adopting Amazon's "working backwards" philosophy
- Balancing customer-driven evolution with original innovation
- Time machine advice: start experimenting with Gen AI earlier
- Importance of leveraging peer groups and experts
- Future outlook: concerns about innovation outpacing risk mitigation
- Security implications of Gen AI adoption
- Participation in the OpenSearch Linux Foundation initiative
- Final thoughts on the DTEX-AWS partnership
Participants:
- Ryan Steeb – Head of Product, DTEX Systems
See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon/isv/
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