Operate and continuously improve a retrieval-augmented generation (RAG) pipeline for proposal ... Identify and implement AI agents and automation tools that reduce manual effort at each stage of ...
Operate and continuously improve a retrieval-augmented generation (RAG) pipeline for proposal ... Identify and implement AI agents and automation tools that reduce manual effort at each stage of ...
... RAG, evaluation, model deployment) • Proactively manage RAID (risks, assumptions, issues ... analytics/AI initiatives in consulting or enterprise environments • 4+ years of experience ...
... RAG, evaluation, model deployment) • Proactively manage RAID (risks, assumptions, issues ... analytics/AI initiatives in consulting or enterprise environments • 4+ years of experience ...
AI & Digital Innovation Delivery Director, Digital Transformation & Innovation
Milwaukee, WI · On-site
... RAG architectures, and LLM function-calling patterns, preferred License/Certifications: • N/A Software: • Extensive knowledge of Microsoft Azure including AI services (Azure AI Foundry, Azure ...
AI & Digital Innovation Delivery Director, Digital Transformation & Innovation
Milwaukee, WI · On-site
... RAG architectures, and LLM function-calling patterns, preferred License/Certifications: • N/A Software: • Extensive knowledge of Microsoft Azure including AI services (Azure AI Foundry, Azure ...
You will architect and build production-grade RAG pipelines, MCP connections, agentic AI workflows, and MLOps frameworks, managing daily operations across global delivery teams while engaging health ...
You will architect and build production-grade RAG pipelines, MCP connections, agentic AI workflows, and MLOps frameworks, managing daily operations across global delivery teams while engaging health ...
Senior AI Engineer
Middleton, WI · On-site
$107K - $147K/yr
Develop and operationalize generative AI applications leveraging large language models (LLMs), retrieval-augmented generation (RAG), copilots, and intelligent automation. * Partner with business ...
Senior AI Engineer
Middleton, WI · On-site
$107K - $147K/yr
Develop and operationalize generative AI applications leveraging large language models (LLMs), retrieval-augmented generation (RAG), copilots, and intelligent automation. * Partner with business ...
AI Practitioner- PRN
Oconomowoc, WI · On-site +1
Build and optimize retrieval-augmented generation (RAG) architectures, prompt engineering frameworks, vector databases, and agentic AI workflows * Support model deployment, orchestration, monitoring ...
AI Practitioner- PRN
Oconomowoc, WI · On-site +1
Build and optimize retrieval-augmented generation (RAG) architectures, prompt engineering frameworks, vector databases, and agentic AI workflows * Support model deployment, orchestration, monitoring ...
AI Practitioner- PRN
Oconomowoc, WI · On-site
Build and optimize retrieval-augmented generation (RAG) architectures, prompt engineering frameworks, vector databases, and agentic AI workflows * Support model deployment, orchestration, monitoring ...
New
AI Practitioner- PRN
Oconomowoc, WI · On-site
Build and optimize retrieval-augmented generation (RAG) architectures, prompt engineering frameworks, vector databases, and agentic AI workflows * Support model deployment, orchestration, monitoring ...
New
Senior AI Engineer
Middleton, WI · On-site
$107K - $147K/yr
Develop and operationalize generative AI applications leveraging large language models (LLMs), retrieval-augmented generation (RAG), copilots, and intelligent automation. * Partner with business ...
Senior AI Engineer
Middleton, WI · On-site
$107K - $147K/yr
Develop and operationalize generative AI applications leveraging large language models (LLMs), retrieval-augmented generation (RAG), copilots, and intelligent automation. * Partner with business ...
Senior AI Engineer
$107K - $147K/yr
Develop and operationalize generative AI applications leveraging large language models (LLMs), retrieval-augmented generation (RAG), copilots, and intelligent automation. * Partner with business ...
Senior AI Engineer
$107K - $147K/yr
Develop and operationalize generative AI applications leveraging large language models (LLMs), retrieval-augmented generation (RAG), copilots, and intelligent automation. * Partner with business ...
Senior AI Context Engineer
Wauwatosa, WI · Hybrid
$134K - $179K/yr
Exposure to AI/LLM integration patterns including Retrieval-Augmented Generation (RAG). * Supply chain background Location & Authorization: This is a hybrid role requiring proximity to one of our U.S ...
Senior AI Context Engineer
Wauwatosa, WI · Hybrid
$134K - $179K/yr
Exposure to AI/LLM integration patterns including Retrieval-Augmented Generation (RAG). * Supply chain background Location & Authorization: This is a hybrid role requiring proximity to one of our U.S ...
AI-Enabled Software Developer
Milwaukee, WI · On-site
RAG (retrieval-augmented generation), automation agents, or workflow AI * Low-code/no-code tools integrated with AI * Exposure to enterprise data governance, security, and compliance practices.
AI-Enabled Software Developer
Milwaukee, WI · On-site
RAG (retrieval-augmented generation), automation agents, or workflow AI * Low-code/no-code tools integrated with AI * Exposure to enterprise data governance, security, and compliance practices.
Senior AI Context Engineer
Wauwatosa, WI · Hybrid
$134K - $179K/yr
Exposure to AI/LLM integration patterns including Retrieval-Augmented Generation (RAG). * Supply chain background Location & Authorization: This is a hybrid role requiring proximity to one of our U.S ...
Senior AI Context Engineer
Wauwatosa, WI · Hybrid
$134K - $179K/yr
Exposure to AI/LLM integration patterns including Retrieval-Augmented Generation (RAG). * Supply chain background Location & Authorization: This is a hybrid role requiring proximity to one of our U.S ...
AI-Enabled Software Developer
Milwaukee, WI · On-site
RAG (retrieval-augmented generation), automation agents, or workflow AI * Low-code/no-code tools integrated with AI * Exposure to enterprise data governance, security, and compliance practices.
AI-Enabled Software Developer
Milwaukee, WI · On-site
RAG (retrieval-augmented generation), automation agents, or workflow AI * Low-code/no-code tools integrated with AI * Exposure to enterprise data governance, security, and compliance practices.
Software Engineer AI/ML
$114K - $137K/yr
Design vector database architectures and semantic search capabilities to power RAG applications ... Ensure responsible AI practices including bias detection, explainability (SHAP, LIME), privacy ...
Software Engineer AI/ML
$114K - $137K/yr
Design vector database architectures and semantic search capabilities to power RAG applications ... Ensure responsible AI practices including bias detection, explainability (SHAP, LIME), privacy ...
Experience with RAG, retrieval-augmented generation, automation agents or workflow AI * Experience with low-code/no-code tools integrated with AI * Exposure to enterprise data governance, security ...
Experience with RAG, retrieval-augmented generation, automation agents or workflow AI * Experience with low-code/no-code tools integrated with AI * Exposure to enterprise data governance, security ...
AI Enablement Specialist
Milwaukee, WI · On-site
We want an AI Enablement Specialist to report to the Head of AI Product Management. This specialist ... RAG/grounding, and basic evaluation approaches), including MCP (Model Context Protocol) features ...
AI Enablement Specialist
Milwaukee, WI · On-site
We want an AI Enablement Specialist to report to the Head of AI Product Management. This specialist ... RAG/grounding, and basic evaluation approaches), including MCP (Model Context Protocol) features ...
AI Enablement Specialist
Milwaukee, WI · On-site
$125K - $150K/yr
We want an AI Enablement Specialist to report to the Head of AI Product Management. This specialist ... RAG/grounding, and basic evaluation approaches), including MCP (Model Context Protocol) features ...
AI Enablement Specialist
Milwaukee, WI · On-site
$125K - $150K/yr
We want an AI Enablement Specialist to report to the Head of AI Product Management. This specialist ... RAG/grounding, and basic evaluation approaches), including MCP (Model Context Protocol) features ...
Generative AI Engineer - Remote
Green Bay, WI · Remote
$26 - $36/hr
Hands-on experience with LangChain, LangSmith, RAG architectures, Vector databases, Prompt ... AI security, red-teaming, and LLM vulnerability assessment experience * Experience implementing AI ...
New
Generative AI Engineer - Remote
Green Bay, WI · Remote
$26 - $36/hr
Hands-on experience with LangChain, LangSmith, RAG architectures, Vector databases, Prompt ... AI security, red-teaming, and LLM vulnerability assessment experience * Experience implementing AI ...
New
AI Native Software Engineer
Milwaukee, WI · On-site
... RAG, workflows) in production or near-production environments. * Minimum of 1 year of experience ... Relevant AI certifications or agentic tooling experience are a plus. * You've served as an Agentic ...
AI Native Software Engineer
Milwaukee, WI · On-site
... RAG, workflows) in production or near-production environments. * Minimum of 1 year of experience ... Relevant AI certifications or agentic tooling experience are a plus. * You've served as an Agentic ...
Design end-to-end retrieval-augmented generation (RAG) systems leveraging enterprise knowledge ... Deploy scalable AI microservices using containerization and cloud-native architectures. * Implement ...
Design end-to-end retrieval-augmented generation (RAG) systems leveraging enterprise knowledge ... Deploy scalable AI microservices using containerization and cloud-native architectures. * Implement ...
Ai Rag information
What are the key skills and qualifications needed to thrive as an AI Researcher, and why are they important?
What is the difference between Ai Rag vs Data Analyst?
| Aspect | Ai Rag | Data Analyst |
|---|---|---|
| Required Credentials | Typically a diploma or certification in AI, machine learning, or related fields | Bachelor's degree in statistics, mathematics, or related fields |
| Work Environment | Tech companies, AI startups, research labs | Business, finance, healthcare, and various industries |
| Employer & Industry Usage | Primarily in AI development and research | Across industries for data interpretation and decision-making |
| Common Search & Comparison | Yes | Yes |
Ai Rag and Data Analyst roles share overlapping skills in data handling and analysis, but Ai Rag focuses more on AI-specific applications and machine learning, while Data Analysts concentrate on interpreting data to inform business decisions. Both roles are vital in data-driven industries, with Ai Rag often working in AI development environments and Data Analysts supporting strategic insights across sectors.
What are AI RAGs?
What are some common challenges faced by AI RAG (Retrieval-Augmented Generation) engineers when integrating retrieval systems with large language models?

Full-time
Medical, Dental, Vision, Retirement, PTO
Posted 10 days ago
Job description
Cayenta, a division of Harris; is seeking an AI Bid & Proposal Manager who will sit at the centre of our bid strategy as we scale our go-to-market function.
Cayenta is a purpose-built utility software company within the Harris/Constellation Software portfolio, delivering CIS and ERP solutions to municipal utilities, co-ops, and IOUs across North America.
This is a high-impact individual contributor role responsible for owning the end-to-end RFP process - from intake and bid/no-bid assessment through to final submission. What makes this role distinct is that you will also architect and operate the AI-assisted proposal workflow: building and maintaining the answer corpus, tuning retrieval pipelines, and managing the human review loop that ensures every response is accurate, competitive, and on-brand.
You will work directly with Sales, Product, and Professional Services to translate Cayenta's capabilities into compelling, differentiated proposal narratives - and you will continuously improve the systems that make that work faster and better.
In your first 90 days, you will have mapped the current RFP process, taken ownership of at least one active submission, and documented the gaps the AI workflow needs to close. Within six months, the answer corpus is populated, the retrieval pipeline is operational, and SME review time per RFP has measurably decreased. Within a year, win rate trends are moving, the system is self-improving through corpus writeback, and proposal quality is a competitive advantage rather than a cost centre.
This remote role welcomes candidates anywhere in Canada and the US. Travel is required as needed, approximately 25%. Candidates must hold a current, valid passport and be legally eligible to travel internationally. This includes either passport based visa exemption or possession of any required travel visas for entry into Canada, the United States, and the Caribbean.
Salary:
80K - 100K
Commission Up to 65K
Department:
Sales & Marketing
Reports To:
Director of Sales and Marketing
Employment Type:
Full-Time, Permanent
Location:
Remote (Canada preferred)
Level:
Individual Contributor
What your impact will be:
RFP Process Management
- Own the full RFP lifecycle: intake, triage, bid/no-bid recommendation, coordination, and on-time submission
- Maintain a proposal calendar and manage competing deadlines across an active pipeline
- Facilitate bid/no-bid reviews with Sales and leadership, applying clear criteria to protect team capacity
- Coordinate contributions from Subject Matter Experts (SMEs) across Product, Services, and Engineering
- Ensure all submissions comply with RFP formatting, page limits, and mandatory requirements
AI-Augmented Proposal Workflow
- Operate and continuously improve a retrieval-augmented generation (RAG) pipeline for proposal drafting
- Curate and maintain a high-quality answer corpus: writing net-new content, retiring stale responses, and implementing corpus writeback from reviewed submissions
- Tune hybrid BM25/embedding retrieval to improve answer relevance and reduce SME review burden
- Manage the human review workflow: route AI-generated drafts to the right reviewers, track feedback, and close loops efficiently
- Identify and implement AI agents and automation tools that reduce manual effort at each stage of the proposal process
- Monitor proposal quality metrics and improve the system over time based on win/loss patterns
Content & Competitive Positioning
- Develop and maintain reusable proposal content: company overviews, capability narratives, differentiator statements, and reference stories
- Translate technical product capabilities into clear, buyer-focused language aligned to utility sector priorities
- Incorporate competitive intelligence into proposal strategy, particularly in contested evaluations (e.g., SpryPoint, NISC, NorthStar)
- Partner with Sales to ensure proposals reflect the pre-RFP relationship context and any known evaluation priorities
Reporting & Continuous Improvement
- Track proposal activity, win rates, and cycle times; report to the Director of Sales and Marketing
- Conduct post-submission reviews to capture lessons learned and improve future responses
- Maintain documentation of the proposal process and AI workflow for onboarding and audit purposes
What we are looking for:
- 3+ years of experience managing RFP or bid responses in a B2B software or technology environment
- Demonstrated experience using AI tools (LLMs, prompt engineering, or RAG systems) to improve knowledge work - not just awareness, but hands-on application
- Strong writing skills: you can take technical inputs and produce clear, persuasive proposal prose
- Exceptional organizational skills with the ability to manage multiple concurrent deadlines without dropping detail
- Comfort working autonomously as an IC while coordinating across functions
What would make you stand out:
- Experience in the utility software sector (CIS, ERP, AMI, MDM) or adjacent regulated industries
- Familiarity with retrieval-augmented generation concepts, vector search, or BM25 hybrid retrieval
- Experience with proposal automation tools (RFPIO, Loopio, Responsive, or similar) or willingness to build on custom tooling
- Exposure to the Harris/Constellation Software portfolio operating model
- Experience with Power Automate, Microsoft 365 ecosystem, or low-code automation
What we can offer:
- 3 weeks' vacation and 5 personal days
- Comprehensive Medical, Dental, and Vision benefits starting from your first day of employment
- Employee stock ownership and RRSP/401k matching programs
- Lifestyle rewards
- Remote work and more!
About Cayenta:
Cayenta is a leading provider of enterprise resource management solutions in the local government, utility and financial industries. Cayenta's products, services and customer relationships provide the foundation for continued innovation and growth.
About Harris:
Harris is a leading provider of mission critical software to the public sector in North America. As a wholly owned subsidiary of Constellation Software Inc. ("CSI", symbol CSU on the TSX), Harris has become the cornerstone for CSI's investment in utility, local government, school districts, public safety, and healthcare software verticals. Our success has been realized through investments in our proprietary software and market expertise. This focus, combined with acquiring businesses that build upon or complement our offerings, has helped drive our success. Harris will continue to growth through reinvestment - both in the people and products that we offer and making investments in acquiring new businesses.
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About Cayenta
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