In this episode, you will learn:
Why CEOs and CROs evaluate proposal teams based on strategic alignment, not document output
How CVs influence valuation scoring and risk perception in RFPs
What winning proposal teams do differently with project experience data
Where AI improves CV workflows, and where human review remains essential
Why CVs should be treated as commercial inventory, not HR documents
In many professional services RFPs, CVs are scored using structured evaluation criteria.
High-scoring CVs share three characteristics:
They align explicitly to the project scope
They document relevant experience with verifiable project evidence
They reduce perceived delivery risk
According to Linde, the highest-scoring teams do not simply claim expertise. They prove it through documented, domain-specific project history.
This distinction matters. Procurement teams evaluate risk reduction as much as capability.
Behind closed doors, CEOs and CROs rarely criticize proposal teams. The issue is misalignment.
Executives prioritize:
Cost efficiency
Revenue growth
AI ROI documentation
Market expansion
Proposal leaders who connect CV strategy to those priorities gain executive support. Those who treat CV management as administrative work do not.
The implication is clear that CV governance must map to board-level strategy.
Successful organizations share one operational pattern: They standardize CV architecture in advance.
Winning teams:
Agree on formatting and structure upfront
Define tone (first person vs third person)
Establish modular project components
Continuously update experience records
They do not assemble CVs reactively during an RFP deadline.
Instead, CV data is treated as a live commercial asset.
One of the most overlooked differentiators is timing.
Losing teams update CVs during the proposal phase. Winning teams update CVs at project completion. Best practice includes:
Capturing project data at delivery
Building structured project modules
Integrating financial and ERP data where possible
Treating CVs as searchable capability databases
This approach supports:
Faster proposal assembly
More accurate skill matching
Stronger go/no-go decisions
AI improves CV workflows in three primary ways:
Matching candidate profiles to bid requirements
Suggesting tailored summaries aligned to evaluation criteria
Translating and refining structured CV components
However, Flowcase deliberately maintains a human review layer.
Full automation without validation introduces:
Compliance risk
Accuracy risk
Ethical and regulatory exposure (including EU AI Act considerations)
The emerging standard is AI-assisted drafting with human validation.
Structured CV systems provide earlier strategic value. Use cases include:
Validating skill availability before committing to a pursuit
Identifying capability gaps early
Presenting named experts in early-stage sales meetings
Strengthening perception before formal shortlist
If required expertise cannot be demonstrated immediately, that influences pursuit decisions. This reduces late-stage disqualification risk.
Linde highlights several recurring issues:
Generic summaries unsupported by project evidence
Outdated branding and formatting inconsistencies
Incomplete project documentation
Static file-share storage systems
Lack of tailoring to specific RFP scope
The most damaging mistake is assuming CVs can remain generic while the rest of the proposal is customized.
Evaluators notice.
For professional services firms, CVs represent commercial inventory.
They document:
Reputation
Delivery track record
Sector credibility
Technical capability
When treated as HR documents, they degrade. When treated as revenue assets, they compound.
Yes. In professional services RFPs, CVs are often scored under capability, experience, and risk-reduction criteria.
No. Best practice is continuous updates at project completion to maintain real-time accuracy.
Not safely. AI can assist with matching and drafting, but human review remains essential for compliance and credibility.
It should be cross-functional. Proposal teams, sales leaders, and delivery functions must align on structure and governance.
Erling Linde is the CEO and co-founder of Flowcase, a platform focused on structured CV and project experience management for professional services firms.
Flowcase helps organizations modularize CV data, improve searchability, and increase bid readiness across geographies.
Flowcase is a CV and reference management platform built for professional services firms that win work through documented experience. It helps proposal teams structure, search, tailor, and maintain high-quality CV and project data across large organizations.
✵ Flowcase Website: https://bit.ly/3ZHwa7U
✵ Flowcase on LinkedIn: https://www.linkedin.com/company/flowcase-global/about/
✵ Erling Linde on LinkedIn: / erlingwl
✵ Flowcase's Stargazy Page: https://stargazy.io/proposal-tech/flowcase
Stargazy is the intelligence network for proposal leaders, sales teams, and AI innovators navigating the next era of proposal work.
✵ Website (shortlist tools + vendor profiles): https://stargazy.io/
✵ Community: https://stargazy.circle.so/join?invit...
✵ Newsletter: https://the-stargazy-brief.beehiiv.com/
✵ LinkedIn: https://www.linkedin.com/company/star...
If you are evaluating CV management systems or proposal software, explore the Stargazy Shortlist tool to compare structured capability platforms without sales pressure.
Christina Carter in conversation with Erling Linde, CEO & Co-Founder of Flowcase.
This is an edited transcript of the full conversation.
Christina Carter: Today we’re talking with Erling Linde, CEO and co-founder of Flowcase.
Erling spends significant time speaking with executives behind closed doors about CVs and bids. We discuss how CVs influence evaluation scores, how winning teams structure ownership, and how AI is changing CV workflows.
Christina Carter: You speak with CEOs and CROs that many proposal managers never get direct access to. What are you hearing from them?
Erling Linde: I’ve gained huge respect for proposal managers. Because they answer such a wide range of RFP questions, they often understand the business better than most.
I’ve never heard executives say anything negative about proposal teams. The issue is alignment.
What are they focused on? What is the board pushing? Cost cutting? AI ROI? Expansion?
Proposal teams should think the same way internally as they do when responding to customers. Understand executive priorities. Align your contribution to those goals.
If the focus is cost reduction, highlight efficiency gains. If the focus is AI, show measurable ROI.
In 2025, companies experimented with AI. In 2026, they will need to document ROI.
What makes proposal teams strategic in the eyes of executives?
Proposal teams are viewed as strategic when they:
✹ Align their work to board-level priorities
✹ Demonstrate cost savings or revenue impact
✹ Show measurable ROI from tools, including AI
Christina Carter: When proposal teams build business cases internally, is it more about revenue or cost?
Erling Linde: Both.
Proposal teams often demonstrate either cost savings or increased win rates. But even strong cases require persistence.
You have to continue showing how CV governance and structured experience data contribute to strategic outcomes.
(See our Capture & Pursuit Strategy resource page to see what it non-negotiable.)
Christina Carter: Where do winning teams position CV ownership?
Erling Linde: Structures vary. Sales-led. Proposal-led. Matrixed.
The differentiator is preparation.
Winning teams agree upfront:
How CVs look
How they read
What they emphasize
How projects are documented
They do not assemble CVs reactively at deadline.
That agreement ahead of time is what separates consistent performers.
Christina Carter: What makes some CVs score higher than others?
Erling Linde: First, teams must understand how CVs are scored.
Professional services CVs are different from job-seeking resumes.
High-scoring CVs:
Present themselves as directly relevant to the specific project
Document relevant experience with real project examples
Prove expertise rather than claim it
That proof reduces perceived risk for the buyer.
What makes a CV score highly in an RFP?
A high-scoring professional services CV:
✹ Aligns directly to the project scope
✹ Documents verifiable project experience
✹ Reduces perceived delivery risk
Christina Carter: Should CVs be updated only during an RFP?
Erling Linde: No.
The most successful firms treat CVs as living assets. When a project finishes, it should be added immediately.
Some organizations even start building project documentation during delivery.
The most mature teams:
Continuously update experience records
Integrate systems where possible
Create cultural awareness among consultants
Consultants must understand that their CV is their marketing brochure. It influences staffing and growth.
This requires change management.
Christina Carter: Many teams store CVs in shared drives or Confluence. What problems do you see?
Erling Linde: It’s often messy.
You’ll find:
Outdated branding
Inconsistent templates
Missing projects
Unsupported claims
Teams need both accurate base data and tailored presentation.
Generic CVs inserted into tailored proposals create inconsistency. Evaluators notice.
Common CV Mistakes That Reduce Evaluator Scores
✹ Generic summaries not tied to the project
✹ Outdated or inconsistent formatting
✹ Unsupported capability claims
✹ Failure to tailor to the specific bid
Erling Linde: We break CVs into modules:
Project experience
Certifications
Skills
Tailored summaries
This allows:
Faster tailoring
Structured search
Immediate identification of the most relevant experts
In a thousand-person company, structured data lets you find the ten strongest candidates in seconds.
It also improves go/no-go decisions. If you don’t have required skills, it’s better to know immediately.
Christina Carter: Where is AI genuinely helping?
Erling Linde: AI helps us:
Match CVs to bid requirements
Suggest tailored edits
Translate across languages
Improve grammar
But we draw the line at full automation.
We push back when customers ask for one button that does everything without review. We’re not there yet. There are compliance considerations, including the EU AI Act.
We believe in AI assistance with human validation.
We’re embracing AI, but responsibly.
Should AI fully automate CV creation in bids? No. AI can assist with matching and drafting, but human review remains essential for compliance, credibility, and risk control.
Erling Linde: If AI makes written solution sections easier to produce, the playing field levels.
When written answers become similar, differentiation shifts.
What remains is:
Your people
Your delivered projects
Your reputation
Structured, accurate data becomes critical.
Quick AI wins are not enough. Clean systems and reliable experience data matter more.
Christina Carter: How are CVs used before formal submission?
Erling Linde: Sales teams often bring up CVs in early client meetings. Showing the name and experience of the expert builds trust.
CV systems also influence go/no-go decisions. If you lack required experience, you need to know early.
Early visibility reduces wasted pursuit costs.
Christina Carter: What misconception would you address with a CEO?
Erling Linde: Some leaders see CVs as HR documents.
For professional services firms, they are inventory.
They document:
Reputation
Delivered projects
Core capability
When executives see CVs as revenue inventory, governance becomes strategic.
Erling Linde: Make sure your base data is correct and up to date. Tailor responsibly. Use AI carefully with human oversight.
And if teams want to learn more, they can visit Flowcase or connect with me on LinkedIn.