Sprint CV AI Assistant prompts are the fastest way for recruiters to create CVs that follow company best practices with consistency and accuracy. Many recruitment teams already use the AI Assistant but do not always explore its real potential. When prompts are designed and saved correctly, the AI Assistant becomes a reliable extension of your process. It writes summaries, project descriptions and bullet points in the exact format your company requires. It lets you move from manual rewriting to a controlled, repeatable system that saves time at scale.
Many recruiters already use AI prompts, but often without structure. If you are looking for practical starting points, these AI prompts for recruiters can help you get started.
This guide explains how to create, test and save the ideal prompts for your organisation. It includes real examples, results and practical instructions that help you transform your CV production workflow.
Table of Contents
- The Problem that AI Prompts Solve
- AI Prompts Impact on Delivery
- The Solution of AI Prompts
- Using Sprint CV as your AI Prompts Sandbox
- Example AI Prompts for CV Summaries
- Example prompts for project descriptions
- How to save your prompts in the Sprint CV company settings
- Using dynamic fields inside your prompts
- Why this matters
- Final recommendation
- F.A.Q.
- Conclusion
The Problem that AI Prompts Solve
Recruiters spend significant time adjusting CV text. They rewrite summaries, reorder tasks, adjust tone and remove irrelevant details. Every consultant brings a different structure. Every CV update becomes a small project. Without a standard writing approach, the quality of delivery varies between recruiters and teams.
Recruitment teams in IT consulting and outsourcing face an additional challenge. They must respond to client requests quickly. CVs must follow a recognisable structure that reflects the company standards. When this structure depends on manual work, deadlines become stressful and quality control becomes inconsistent.
In many cases, the issue is not the AI itself but how prompts are written. Understanding how to write effective AI prompts (link blog 3) can significantly improve output quality.
AI Prompts Impact on Delivery
A team without defined prompts struggles with:
• Delays in CV preparation
• Repeated manual edits
• Inconsistent tone across consultants
• Extra time spent on approvals and corrections
• Difficulty maintaining a professional and uniform identity
A team with well designed Sprint CV AI Assistant prompts gains:
• Consistent writing across all profiles
• Faster CV turnaround
• Better clarity in summaries and project descriptions
• Control over the company narrative
• A positive impact on win rates due to higher CV quality
• More time for high value recruitment tasks
The Solution of AI Prompts
Give your team a set of AI prompts that match your company best practices
Sprint CV was built to give recruiters control. You can design the writing style that matches your organisation and save it as the default behaviour of the AI Assistant. The system becomes your internal writing engine. Every recruiter produces text in the same style even if they have different writing habits.
The best approach is simple. You test your prompts on real profiles. You adjust the prompts until the output matches your expectations. Then you save the final version in the company settings.
Using Sprint CV as your AI Prompts Sandbox
Sprint CV provides a built in sandbox for experimentation. You can open a candidate profile, access the AI Assistant and try different prompts without saving anything permanently. This gives you the freedom to test variations until you find the style that fits your business.
How the AI Prompts Sandbox Works
1 – Open any consultant profile
2 – Enter Edit Mode
3 – Go to the CV summary
4 – Alternatively, scroll down to find the projects under the professional experience section
5 – Click on the AI Assistant
6 – Review the pre loaded prompt from company settings
7 – Edit the prompt freely
8 – Submit to see the output
9 – Refresh the page if you want to reset
10 – Save only when you are satisfied with the result
This controlled workflow lets you compare styles, structures and lengths without affecting company defaults.
Example AI Prompts for CV Summaries
Below are several examples based on real tests. Each example shows how different structures change the final text. You can enter these prompts directly on the AI Assistant box.
AI Prompts – Format One
Focus on technical expertise written in third person with paragraph separation.
Prompt Characteristics
- Craft a concise and compelling ‘CV summary with focus on the technical expertise written in third person’ in English based on the provided CV with focus ‘JavaScript, HTML, Java, Bash, NodeJs’.
- Mention the person’s total experience in the relevant fields.
- Do not mention language and educational background.
- Write maximum 200 words.
- Do not mention the name of the person.
- Limit the information to what is found in the uploaded CV.
- Use break lines on the end of each paragraph.
- Do not start any paragraph with the “As [job title] at [company]”. – Try to refer the technologies used if applicable but avoid enumeration more than 3 skills in a row.
Format One Results
This format produces a clear and detailed description with strong readability:
“With over a decade of experience in software development, this engineer exhibits strong expertise in Java, JavaScript, and Bash across diverse environments. Their backend development skills are demonstrated through work with Java EE and Spring Boot frameworks, integrating messaging systems like Kafka and databases such as MongoDB on Linux platforms.
They have successfully delivered full-stack retail solutions, leveraging Java EE alongside C and C++ in Linux settings. Their contributions to augmented and virtual reality projects showcase proficiency with Node.js, HTML5, and JavaScript to create real-time communication and immersive web applications.
Further accomplishments include developing media server platforms and telecommunication services, utilizing a mix of Java, JavaScript, HTML, and Bash scripting. Experience with WebRTC and SIP technologies highlights their capability in real-time communication systems. This professional’s technical versatility and depth in JavaScript, HTML, Java, Bash, and Node.js underpin their robust software engineering acumen.”
AI Prompts – Format Two
Bullet points with strong technical focus.
Prompt Template
- Craft a concise and compelling ‘CV summary in bullet points with focus on the technical expertise written in third person’ in English based on the provided CV with focus ‘JavaScript, HTML, Java, Bash, NodeJs’.
- Mention the person’s total experience in the relevant fields.
- Do not mention language and educational background.
- Write maximum 200 words.
- Do not mention the name of the person.
- Limit the information to what is found in the uploaded CV.
- Do not start any paragraph with the “As [job title] at [company]”.
- Try to refer the technologies used if applicable but avoid enumeration more than 3 skills in a row.
Format Two Results
This format works well when clients prefer structured and scannable information. Here’s the result:
“– Over 10 years of experience in software development, specializing in JavaScript, HTML, Java, Bash, and Node.js among other technologies.
– Proven expertise in backend development using Java EE and Spring Boot, with a strong emphasis on building scalable services utilizing Kafka and MongoDB on Linux environments.
– Extensive full-stack development background, working on retail software solutions with Java EE and WildFly server, complemented by C and C++ programming.
– Skilled in real-time communication and augmented reality applications, leveraging WebRTC, Node.js, JavaScript, HTML5, and Java to create immersive user experiences.
– Developed virtual and augmented reality projects using Unity and C#, demonstrating versatility across platforms including PC, Android, and iOS.
– Experience in designing and maintaining media server products and telecom service platforms, integrating technologies such as PHP, JavaScript, Bash, and PostgreSQL.
– Strong command of scripting and automation through Bash in various Linux distributions, enhancing system operations and deployment processes.
– Hands-on experience with WebRTC and SIP protocols for developing advanced chat systems featuring audio, video, and screen sharing capabilities on multiple server setups.”
AI Prompts – Format Three
Fixed structure with placeholders that the AI replaces dynamically.
Prompt Structure
- Write in English, a concise CV summary following this structure.
- Candidate is an experienced [RoleTitle] with X years of experience in [industry/sector]. Specializing in [key expertise areas], skilled in building scalable, user-centric solutions using [technologies/tools].
Format Three Results
This approach gives your CVs a recognisable identity. The first line is always consistent. The technology focus stays flexible and adjusts to each consultant:
“Candidate is an experienced Software Engineer with over 10 years of experience in software development across various sectors including finance, augmented reality, virtual reality, and telecommunications. Specializing in backend and full-stack development, skilled in building scalable, user-centric solutions using technologies such as Java EE, Spring Boot, Kafka, MongoDB, WebRTC, Node.js, Unity, C#, and Linux environments.“
AI Prompts – Format Four
Extended structure with technical detail.
Prompt Characteristics
- Write in English, a concise CV summary following this structure.”
- Candidate is an experienced [RoleTitle] with X years of experience in [industry/sector]. Specializing in [key expertise areas], skilled in building scalable, user-centric solutions using [technologies/tools], then describe is the technical expertise. the full text must be under 200 words.
Format Four Results
This format is ideal when you want a narrative introduction followed by a clear technical breakdown:
“Candidate is an experienced Software Engineer with over 10 years of experience in software development across finance, retail, and multimedia sectors. Specializing in backend and full-stack development, augmented and virtual reality applications, and real-time communication solutions. Skilled in building scalable, user-centric solutions using Java EE, Spring Boot, Kafka, MongoDB, Linux, Bash, WebRTC, Node.js, JavaScript, Unity, C#, and related technologies. Technical expertise includes backend development with Java EE and Spring Boot, message streaming with Kafka, NoSQL databases like MongoDB, Linux system administration, real-time communication protocols (WebRTC, SIP), and immersive technologies for AR/VR applications. Proven ability to deliver complex software projects in agile environments, integrating advanced multimedia and telecommunication features, with a strong foundation in computer and electrical engineering.”
AI Prompts – Format Five
A simple five bullet point structure.
Prompt Template
Write in English, a concise CV summary with 5 bullet points, following this structure.
- X years of experience in [domain/technology].
- Strong focus on [key skills].
- Experience in [industry/project type].
- Expertise in [specific technologies/tools].
- Soft skills summary
Limit the information to what is found in the uploaded CV.
Format Five Results
This format is strong for large volume submissions and fast client responses:
“• Over 10 years of experience in software development and engineering.
• Strong focus on backend and full-stack development, including Java EE, Spring Boot, and web technologies.
• Experience in financial services, retail software solutions, augmented and virtual reality projects.
• Expertise in Java EE, Spring Boot, Kafka, MongoDB, Linux environments, WebRTC, Unity, and various programming languages including Java, C, C++, JavaScript, and Bash.
• Effective communicator and collaborator with teaching experience and project work involving cross-company partnerships.”
Example prompts for project descriptions
The project general description field can follow any style you define. In this case, let’s work with the following original text:
- Job title: Java Developer
- Company: BNP Paribas
- Project Name: Backend developer.
- Stack: Java EE, Spring Boot, Kafka, MongoDB, Linux RedHat, Bash (use the “add multiple skills” to introduce them)
Project description format one
Short introduction plus task list.
Prompt characteristics
- In English, describe the overall job of the project like you were explaining to a non-IT person within 30 words written in third person and start with an action verb. Subsequently, outline individual tasks using bullet points where each task doesn’t have more than 15 words.
- Avoid using headers to introduce the individual tasks.
- Don’t create a task / bullet point that is the enumeration of the skills.
- Try to refer the technology used on each task if applicable.
- Do not start any paragraph with the “As [job title] at [company]”.
- Ensure the information is derived solely from the details of the provided project.
Format One Results
This format creates a simple and structured view of the project:
- Develop backend systems to support financial applications using Java and related technologies.
- Develop RESTful APIs with Spring Boot.
- Implement event-driven features using Kafka.
- Design and manage MongoDB databases.
- Write and maintain Bash scripts for automation on Linux RedHat.
- Ensure system performance and reliability on Linux servers.
- Collaborate on Java EE components development.
Project description format two
Introduction using continuous verbs and tasks also written in continuous form.
Prompt Template
- In English, describe the overall job of the project like you were explaining to a non-IT person within 50 words written in third person and start with an action verb. Subsequently, outline individual tasks using bullet points where each task doesn’t have more than 15 words and is written using a continuous verb form.
- Avoid using headers to introduce the individual tasks.
- Don’t create a task / bullet point that is the enumeration of the skills.
- Try to refer the technology used on each task if applicable.
- Do not start any paragraph with the “As [job title] at [company]”.
- Ensure the information is derived solely from the details of the provided project.
Format Two Results
This style reads as a more dynamic description while maintaining clarity:
- Building and maintaining backend systems to support financial applications, ensuring efficiency and reliability.
- Developing RESTful APIs using Spring Boot.
- Implementing event-driven features with Kafka.
- Designing and managing MongoDB databases.
- Writing and maintaining Bash scripts for automation on Linux RedHat.
- Monitoring system performance and reliability on Linux servers.
- Collaborating on Java EE components development.
Project description format three
A smaller and more introductory project description.
Prompt characteristics
- In English, describe the overall job of the project like you were explaining to a non-IT person within 50 words written in third person and start with an action verb.
- Do not start any paragraph with the “As [job title] at [company]”.
- Ensure the information is derived solely from the details of the provided project.
Format Three Results
This works when you need a short description with no task detail:
“Develops and maintains backend systems for financial applications, ensuring efficient and reliable operations by creating RESTful APIs, implementing event-driven features, managing databases, automating tasks with scripts, and monitoring system performance on Linux servers.”
Project description format four
With this prompt, we want to focus on specific tasks.
Prompt template
- In English, outline individual tasks where each task doesn’t have more than 15 words, written in third person.
- Avoid using headers to introduce the individual tasks.
- Don’t create a task that is the enumeration of the skills.
- Try to refer the technology used on each task if applicable.
- Do not start any paragraph with the “As [job title] at [company]”.
- Ensure the information is derived solely from the details of the provided project.
- Each task is in a separated line
Format Four Results
This format is ideal when clients request clear task lists without introductions:
- Develop backend services using Java EE and Spring Boot frameworks.
- Implement event-driven architecture with Kafka for asynchronous processing.
- Design and manage MongoDB databases for efficient data storage.
- Optimize application performance on Linux RedHat environments.
- Write and maintain Bash scripts for deployment and automation tasks.
- Collaborate on system integration using Spring and Kafka technologies.
- Ensure code quality and application reliability through testing and debugging.
- Monitor and troubleshoot backend services running on Linux servers.
Project description format five
Here, we want a maximum of five bullet points written in continuous form, with no more than 15 words.
Prompt template
- In English, outline individual tasks in bullet points where each task doesn’t have more than 15 words, written in third person and using the verbs in the continuous form.
- Avoid using headers to introduce the individual tasks.
- Don’t create a task that is the enumeration of the skills.
- Try to refer the technology used on each task if applicable.
- Do not start any paragraph with the “As [job title] at [company]”.
- Ensure the information is derived solely from the details of the provided project. – Use max 5 bullet points
Format Five Results
This gives a concise and consistent project summary that is easy for clients to read:
- Developing backend services using Java EE and Spring Boot frameworks.
- Implementing event-driven processing with Kafka for asynchronous communication.
- Designing and managing MongoDB databases to optimize data storage.
- Writing and maintaining Bash scripts for deployment automation on Linux RedHat.
- Monitoring and troubleshooting backend services operating on Linux servers.
Project description format six
Sometimes a consultant already writes a solid introduction for a project experience/tasks and responsabilities. When that happens, you may want to keep the original voice and structure. The job of the AI is simply to confirm that the introduction is good and that it follows the company’s standards. If everything looks correct, the AI preserves the text with minimal changes. This protects the consultant’s style and saves you valuable time.
Other times the introduction is weak, incomplete, or missing. In that scenario, the AI creates a new introduction that follows the organisation’s guidelines. It adds clarity, structure, and the right level of detail so the experience becomes stronger and easier to understand. This dynamic behaviour turns a single prompt into a flexible tool. It adapts to what already exists and improves only what needs improvement. It makes the recruiter’s work smoother and keeps the final CV consistent and professional.
To use this dynamic system, paste one of the following prompts on their corresponding section:
Prompt template (Project Description)
“SYSTEM MESSAGE:
Your output language must always be: {PROFILE_LANGUAGE}.
If {PROFILE_LANGUAGE} is “{PROFILE_LANGUAGE}”, write in {PROFILE_LANGUAGE}.
If {PROFILE_LANGUAGE} is another language, translate the final result to that language.
Never ignore this.
Never mix languages.
Your task is to output ONE single paragraph that is the Project Overall Description.
1) First, check if a REAL project description exists. A REAL project description must clearly explain what the project/system is and/or why it exists, using context words like:
“application / system / platform / solution / tool / service”
“to allow / to enable / to help / to support / in order to”
domain + purpose (“for retirement savings…”, “for insurance members…”, “for contract management…”)
It describes the project itself, not the person’s activities.
2) If the candidate text is ONLY duties, it is NOT a real description. Treat the description as missing if the text is mostly:
actions/responsibilities, even in sentence form
lists separated by commas, semicolons, or many clauses
heavy tools/standards without project purpose
phrases like: “support, maintenance, setup, administration, implementation, testing, documentation, release management, incidents, troubleshooting, subject matter expert”
Hard rule: If the “General Description” contains 2 or more duty/action verbs (examples below) and no clear project-purpose context, then it is ONLY duties.
Duty/action verbs include (not limited to):
managed, maintained, supported, configured, implemented, tested, reviewed, handled, performed, set up, administered, troubleshot, documented, deployed, monitored, followed up, trained.
Important:
Even if the label says “General Description”, ignore it if it is duties.
Never copy duties.
3) Output rules
If a REAL project description exists:
Output only that description verbatim, as written.
Remove bullets and trim spaces, but do not rewrite.
If description is missing (ONLY duties):
Generate a plain-language overview:
max 30 words
start with a verb
for a non-IT person
explain the overall job purpose, not tools, not tasks, no jargon.
4) Examples to follow exactly
Example A (REAL description → copy):
Input General Description:
“Contributed to the development of two applications for CAREL, focused on managing retirement savings for local elected officials. These applications allow officials to enroll and manage their savings independently…”
Output:
“Contributed to the development of two applications for CAREL, focused on managing retirement savings for local elected officials. These applications allow officials to enroll and manage their savings independently…”
Example B (ONLY duties → fallback):
Input General Description:
“Subject Matter expert, SWIFT Administration… Support, maintenance, setup and administration… testing, release management… PKI Management… incidents…”
Output:
“Manage secure bank messaging services so financial institutions exchange payments safely, keep connections reliable, and meet compliance and anti-fraud requirements.”
Example C (ONLY duties bullet list → fallback):
Input General Description:
“- Maintained market data…
Handled incidents…
Supported upgrades…”
Output:
“Manage financial data systems to keep trading information accurate and reliable for daily banking operations and reporting.”
Output format
Return only the final paragraph. No labels. No explanations.“
Prompt template (Tasks and Responsabilities)
SYSTEM MESSAGE:
Your output language must always be {PROFILE_LANGUAGE}.
If {PROFILE_LANGUAGE} is “English”, write in English.
If {PROFILE_LANGUAGE} is another language, translate the final output entirely into that language.
Never mix languages.
Your task is to output only the tasks and responsibilities from the project information provided by the user.
1) Tasks & Responsibilities Definition
Tasks are action-based statements describing what the person actually did.
Valid tasks typically contain verbs such as:
build, develop, design, configure, implement, maintain, support, test, troubleshoot, document, review, validate, analyze, deploy, optimize, contribute, gather, upskill.
Tasks may appear:
under “Key Contributions”, “Responsibilities”, “Tasks”, “Main Activities”
as bullet points
as short action sentences
inside a paragraph describing actions
2) What to Exclude
You must exclude:
the project description
narrative context
job title, company, dates, project name
skills lists
technologies lists
enumerations of skills
anything not representing an actual task
never invent information
Use only what is explicitly stated or clearly implied.
3) Extraction Logic (core rule)
A) If tasks already exist in the input:
Extract them exactly, then rewrite them respecting the format rules:
one task per line
mention technology when it is clearly tied to the action
no bullets, no headers, no commentary
do not invent or expand tasks
do not summarize
preserve meaning, keep concise
if the project is ongoing use the present form, else use the past form
B) If NO tasks exist:
Apply the fallback rules:
Each fallback task must:
start with a verb (in {PROFILE_LANGUAGE}), if the project is ongoing use present, else use the past form
contain no more than 15 words
reference technology used when applicable
be one task per line
avoid skill enumerations
avoid long sentences
avoid invented information
derive only from available details
If no actionable information exists, return “”.
4) Examples
Example A — tasks exist (use them)
Input:
Built dynamic interfaces with React
Conducted code reviews
Output:
Built dynamic user interfaces using React
Conducted code reviews and validate merge requests
Example B — no tasks exist (fallback)
Input:
“Tasks included architecture, analysis, deployment for Siebel and Genesys…”
Output:
Designed system architectures using Siebel and Genesys
Performed business analysis and define requirements
Deployed CRM and CTI solutions
Provided support for Siebel and Genesys systems
Example C — zero actionable information
Output:
“”
5) Output Format
Return only the final task lines, one per line, nothing else.
Write the output entirely in {PROFILE_LANGUAGE}.”
How to save your prompts in the Sprint CV company settings
Once you have tested your prompts and validated the results, you can store them in the company settings. This ensures every recruiter uses the same structure automatically.
Steps
1 – Go to Company
2 – Open Company Settings
3 – Click “Company Settings” and then on the Open AI section
4 – Locate the Master Prompt fields that you want (for instance, “Open AI CV Summary”)
5 – Delete the prompt and paste your selected one
6 – Save your changes
If you do not see the Company Settings menu, your administrator must assign you owner permissions.
Once saved, these prompts become the default every time someone uses the AI Assistant.
Using dynamic fields inside your prompts
Sprint CV supports dynamic placeholders that adapt to each consultant. This improves accuracy and reduces manual edits.
Key dynamic fields include:
{PROFILE_LANGUAGE}
Replaces the tag with the language of the profile.
{FOCUS_SKILLS_5}
Replaces the tag with the top five skills of the consultant.
You can write your prompts in any language and instruct the AI Assistant to produce output in English, French, or any preferred language.
Why this matters
Our AI Assistant prompts create a competitive advantage. They remove repetition and give your team a standardized approach. They ensure that every CV reflects your brand. They help you focus on candidates and client relationships rather than formatting and rewriting.
Recruitment is a process driven business. Every minute saved on CV preparation can be used to source, screen or close a position. When your company works with defined prompts, the benefits multiply as you scale.
Final recommendations
Design your company prompts with intention. Start with your preferred structure. Test on multiple profiles. Adjust wording until you reach a clean and repeatable result. Save it in the company settings. Encourage your team to use the system consistently. Review your prompts every few months to adapt to new client expectations or internal changes.
This continuous improvement mindset ensures your CV production stays strong, fast and aligned with your business identity.
Frequently Asked Questions
AI prompts help recruiters create consistent and accurate CV content. They replace manual rewriting with a controlled process that follows your company standards.
Yes. Once you save prompts in the company settings, every recruiter uses the same writing style automatically. This ensures a uniform structure across all CVs.
Yes. You can use the sandbox inside any consultant profile. Test as many variations as you want. Nothing changes until you save the prompt in the company settings.
The output should be clear, consistent and aligned with your preferred structure. Test the same prompt on different profiles. If it produces stable and reliable results, it is ready to use.
Yes. You can write prompts in any language and instruct the AI Assistant to produce the output in your preferred language. Dynamic fields adapt automatically to each consultant.
Adjust the prompt. Make instructions more specific or remove unnecessary details. Test again. Small changes often produce much better results.
Review your prompts every few months. Client requirements and internal standards evolve, so regular updates help you keep your CV production aligned with your business identity.
Yes. Only users with owner permissions can access the Company Settings menu and update the master prompts. If you do not see the option, ask your administrator.
Conclusion
Designing AI prompts is a good starting point. It helps recruiters reduce manual rewriting and bring more structure to how CVs are written. With the right prompts, summaries become clearer, project descriptions more consistent, and profiles easier to review.
But prompts alone do not solve the full problem. When they are used across different tools, stored in documents or adapted by each recruiter, the process becomes fragmented again. Small differences in wording lead to different outputs. Over time, consistency is lost.
The real improvement happens when prompts are applied as part of a defined workflow. Instead of writing prompts repeatedly, teams define them once. They apply them directly to CV sections. Every recruiter works with the same structure, and every CV follows the same logic. This is how CV preparation becomes predictable and scalable.
If your team is already using AI prompts, the next step is to bring them into your CV workflow and make them part of your process.
About the Author
Marco Pincho is the CEO of Sprint CV, an Enterprise CV Management platform used by consulting companies across Europe to manage consultant expertise and prepare bids for client tenders and EU procurement processes.
Before founding Sprint CV, Marco worked at the European Commission, gaining first-hand experience with how EU institutions procure IT services and evaluate supplier expertise.
He is also an expert in CV automation processes for recruitment and consulting companies, helping organizations transform consultant CVs from static documents into structured expertise data used in sales, recruitment, delivery, and tender responses.
You can connect with Marco on LinkedIn.
