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AI prompt engineering tip sheet

Better prompts. Better AI results.

Ten proven prompt patterns built specifically for finance and accounting work, so you can get accurate, structured, audit-ready outputs from AI faster.

  • Learn the role-context-task-format (RCTF) framework for consistent AI results
  • Apply ready-to-use patterns for reconciliation, classification, and data extraction
  • Use prompt chaining to break complex tasks into reviewable steps
  • Get structured outputs you can act on, import, or document
  • Build your team's internal AI playbook with prompts that actually work

Embark isn't your ordinary consulting firm

Download the AI prompt tip sheet

Trusted by leading companies

costco
Halliburton
Etsy, Inc.
duolingo
live nation
Blackrock
kkr
waste management
HelloFresh
westlake
Planview, Inc.
Mitratech
ksl
Alliance Residential Company
smile doctors
aeg
upperline health
InterSystems Corporation

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Proof of Concept Development

Before committing to a full build, we validate your top use cases through technical prototyping, model testing, and accuracy assessment, with a formal go/no-go review gate so you invest with confidence. Typical POC to production timeline: 4 - 8 weeks.

Use Case Identification and ROI Modeling

We surface the highest-impact AI opportunities through a combination of leadership interviews, employee surveys, and operational analysis; then build an ROI model for each, so your team can present a prioritized plan to the board with confidence.

AI Readiness Assessment

A holistic evaluation of your organization's AI readiness: data quality, tech stack, governance environment, and culture. Conducted top-down (leadership interviews) and bottom-up (employee survey) to surface the full picture.

Delivered as a comprehensive AI Strategy Report with architecture recommendations, prioritized use cases, and an implementation roadmap. Includes evaluation and selection of the right AI partners, tools, and models for your environment, including isolated, on-premises model options for organizations with strict data security or compliance requirements.

AI Governance Framework

Responsible AI adoption requires clear policies, defined risk tolerances, and compliance with evolving regulations. Embark builds governance frameworks aligned to NIST AI RMF standards: covering ethical use, data privacy, transparency requirements, and regulatory compliance across GDPR, CCPA, HIPAA, and others.

Business Process Integration

Deploying a tool is only half the work. We integrate AI solutions directly into your workflows, reporting processes, and day-to-day operations, with the change management, training, and communications support to drive real adoption rather than shelfware.

Custom AI Solution Builds

From LLM-powered document extraction to automated financial analysis, enterprise search, and intelligent reporting: Embark designs, builds, and deploys custom AI solutions in your environment. Every solution is built with full IP ownership staying with you. No vendor lock-in. No black box.

AI Upskilling and Workforce Enablement

Deploying AI without enabling the people who use it is one of the most common failure points. Embark designs and delivers training programs that build lasting AI fluency across your organization: from the finance team learning to query their new tools to the C-suite understanding what's been built and why it matters.

AI Center of Excellence Design

For organizations ready to move beyond individual use cases and build a repeatable, scalable AI capability. Embark designs the intake-to-deployment operating model: including prioritization frameworks, POC processes, production deployment standards, and continuous monitoring. Timeline from intake to POC: weeks, not months.

AI prompts: written by finance people, for finance people

These 10 prompt patterns were designed with real accounting and finance workflows in mind. From reconciliations to variance analysis to audit communications, use them as-is or customize them to fit your team's processes and build a repeatable, traceable AI practice.



Download the tip sheet
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Attrition rate for Embark consultants
Our attrition rate is half the competition's
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Embark's YoY growth is 20x the industry average
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Employee approval rating
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Client satisfaction that speaks for itself

Our client satisfaction scores are more than 70% higher than the industry average — here’s why:

Our company brought in three Embark consultants, who have become a seamless part of our team and have served as crucial resources. As our team and company have experienced rapid growth and have undertaken several significant projects, the Embark consultants have done more than just plug the gaps, bringing in fresh perspectives and a wealth of knowledge to improve processes, create automations, and strengthen financial reporting. They learned the business quickly and have become go-to assets on our team.
Jim Buckley, Madrigal Pharmaceuticals, Inc.
Nearly every Embarker we have worked with has been outstanding. They are professional, incredibly smart, and charismatic.
Carter Bailey, Alliance Residential Company, LLC.
Excellent team to partner with. Thoughtful, analytical, and solutions oriented. They approach projects strategically and apply the latest technology and software platforms to drive efficient, practical outcomes. I highly recommend them.
Gerald Mwangi, Century Mechanical Holdings
We are able to develop and implement solutions timely with our consultants which is more than great. Embark is helping us leverage technology to become more efficient.
Kyle Kirk, RK Supply
Embark is already ready and able to help us when needed. They have the appropriate knowledge, expertise and resources to assist with all our technical accounting needs.
Madison Trevino, Presidio Petroleum
Embark has consistently provided a highly knowledgeable group of finance professional that are an absolute pleasure to work with!
Yvette Yanzalone, Plastics Management LLC
The Embark team is easy to work with and very knowledgeable. They go above and beyond, and I am thankful for the relationships I have built with each person I have had the privilege of working with.
Amanda Heavner, INSURICA
From top down, Embark has been fantastic. Have some of the brightest team members you'll ever encounter and they blend right into great cultures. They are highly engaged and always looking for ways to help improve your business!!
OJ Vallejo, Mitratech Holdings, Inc.
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