Whereas AI has been extremely useful in expediting proposal administration and writing duties, it additionally carries dangers. In Lohfeld Consulting’s latest LinkedIn ballot of 275 bid and proposal professionals, we requested, “What issues you most about utilizing AI for proposal writing?” Right here is how they answered:
- 42% – AI Hallucination
- 33% – AI Converse
- 17% – AI Safety
- 8% – AI Bias
These numbers underscore a transparent message: proposal groups need the effectivity of AI however worry shedding management, accuracy, and credibility. This weblog offers steering for mitigating these dangers so you should utilize AI with confidence.
Why These 4 AI Dangers Matter
Whereas AI can speed up proposal improvement, it introduces vulnerabilities that undermine compliance, readability, and evaluator belief.
- AI Hallucination can create factually incorrect textual content that threatens your compliance and credibility.
- AI Converse can create obscure, generic, “professional-sounding drivel” that may obscure strengths, overexplain options, and cut back proposal scores.
- AI Safety failures can expose delicate pricing, buyer info, teammates’ proprietary knowledge, and previous proposals.
- AI Bias could make you “drink your personal bathwater,” and help false conclusions.
As a result of these dangers seem within the last product evaluators see, controlling them should be a disciplined a part of fashionable proposal operations. As well as, proposal writers and managers ought to think about AI ethics and the federal government’s use of AI detection instruments that may sense how you employ AI to assemble proposals.
Concern of AI Hallucination (42%)
AI hallucination is the creation of incorrect/unfaithful statements, which may render a proposal non-compliant or deceptive. As a result of evaluators rating accuracy, feasibility, proof, and relevance, hallucinations are harmful. Listed below are some sensible steps to stop AI hallucination:
- Feed AI Verifiable Inputs: AI hallucinates most when it should “fill gaps.” So, present RFP directions, analysis standards, a compliance matrix, content material plans, and different info in your prompts. If you happen to don’t present info, AI will invent them.
- Require AI to Cite Supply Inputs: Immediate the software to reference the fabric you fed it: “Determine the supply for each reality you current and flag any info you can’t affirm from the supplied paperwork.” This instantly surfaces hallucinated content material for human overview.
- Prohibit AI from Making Up Metrics or Credentials: Embody prompts similar to, “do NOT fabricate statistics, credentials, compliance statements, or previous efficiency particulars. If unknown, say (info not supplied).”
- Create a Human Verification Loop: Have a subject-matter skilled or proposal lead fact-check content material whereas an editor confirms consistency and compliance.
- Use AI for Its Meant Objective: AI is your proposal administration and writing assistant. Use it to draft outlines, rephrase textual content, or enhance readability. Do not use it to generate options and proof.
AI Converse (33%)
Lohfeld Consulting coined the time period “AI Converse” to outline language that sounds technical, fashionable, and clever—however fails to speak something concrete, customer-focused, or differentiated. AI Converse is likely one of the most typical causes proposal evaluators lose confidence in your submission. Examples embody:
- “Complete strategic synergy options…”
- “We leverage cutting-edge methodologies to drive innovation…”
- “Our workforce is uniquely positioned to ship unparalleled excellence…”
Listed below are eight methods to remove AI Converse:
- Enhance AI Immediate High quality: Give the AI software particular steering on the viewers, tone, key messages, proof factors, and tales so it generates content material that’s particular—not generic.
- Cross-check RFP Responsiveness: Tie each part again to an RFP requirement or analysis issue to make sure the writing is exact, related, and freed from generic language.
- Remove Filler: Take away buzzwords and fluff phrases that don’t add that means.
- Take the “Learn Aloud” Take a look at: Learn the textual content out loud to shortly take away robotic phrasing, formal language, and lack of human context.
- Add Human Fingerprints: Add tales, metrics, proof, and classes discovered that solely your workforce can present.
- Range Sentence Construction: Combine brief, punchy sentences with longer, extra advanced ones to create a rhythm that retains readers engaged. Additionally, add calls to motion and a focus grabbers.
- Conduct a Energy-based Evaluation: Evaluation your content material towards the RFP’s analysis standards to confirm you may have a number of strengths towards all evaluated standards.
- Edit for Voice and Readability: Apply a constant, human editorial voice to refine phrasing and tighten sentence construction.
AI Safety Dangers (17%)
Proposal groups deal with delicate info, together with labor classes, oblique fee constructions, teaming agreements, staffing approaches, and proprietary previous efficiency knowledge. AI programs should be handled like another IT service and guarded via insurance policies, entry controls, governance, and automation. Lohfeld Consulting suggests that each proposal supervisor work with their company Cybersecurity Officer (CSO) to develop a plan to mitigate AI safety dangers. Speaking factors to deliver to the assembly embody the next:
- Set up a Protected “AI Proposal Zone”: Be taught how one can create a safe surroundings for AI instruments to function with role-based entry to the minimal content material required to carry out duties. Focus on tips on how to limit entry to reside value fashions, wage databases, or proprietary financials, and discover tips on how to partition proposal content material libraries so customers solely entry what pertains to their work. Determine all AI instruments working inside your “AI Proposal Zone,” and guarantee they aren’t studying in your firm knowledge.
- Use Enterprise AI Instruments, Not Public Chatbots: Since public fashions practice on person inputs (e.g., Microsoft Copilot, GovCloud-compliant situations, or accepted inner AI programs), work along with your CSO to establish them and configure them for zero-retention knowledge settings. Additionally focus on how one can allow encryption at relaxation and in transit, use audit logs, and confirm compliance along with your firm’s cybersecurity controls.
- Practice Workers to Acknowledge Excessive-Danger Inputs: Ask the CSO to supply the proposal group with coaching about importing graphics or textual content containing proprietary knowledge, slicing and pasting proprietary info, and permitting programs to investigate your proposal library.
- Doc Your AI Safety Coverage within the Proposal Plan: Ask your CSO to assist produce a one-page “AI Use and Safety” part within the proposal plan that clarifies accepted instruments, restricted knowledge varieties, required human overview, and version-control necessities.
Addressing AI Bias (8%)
Though solely 8% of ballot respondents chosen AI Bias, the priority isn’t any much less legitimate as a result of this danger can quietly undermine your competitiveness. AI Bias happens when a mannequin skilled in your firm’s personal proposals, options, language, or historic content material begins to reflect your inner assumptions. This happens even when these assumptions are outdated, unverified, or not aligned with the client’s precise wants. Over time, AI can reinforce your company “echo chamber,” amplifying your most well-liked approaches, overstating your capabilities, ignoring weaknesses, and recycling previous options which will not be viable. Sensible steps to cut back AI bias embody the next:
- Use Bias-Guardrails in Prompts: Instruct AI to problem assumptions by evaluating your resolution towards competing approaches to floor blind spots and keep away from inner echo chamber considering.
- Ask AI to Carry out Bias Checks on Draft Sections: Immediate the software to establish locations the place the writing overclaims capabilities, lacks exterior validation, or depends too closely on inner language, previous options, or unverified assumptions.
- Carry out SME-Led Bias Checks: Have your proposal SME test the content material for firm bias.
- Inject Exterior Proof: Present AI with impartial knowledge (benchmarks, regulatory references, trade requirements, aggressive insights) so it could possibly base its suggestions on real-world context relatively than simply your inner content material library.
- Distinction Inner and Exterior Views: Periodically ask AI, “How would a competitor describe this requirement?” or, “What dangers may the client see in our proposed method?” to power the mannequin to guage your draft from a number of angles.
By actively countering AI bias, proposal groups achieve clearer perception into the place their options genuinely stand and cut back the chance of unintentionally overstating capabilities or misaligning with buyer necessities.
Conclusion: AI Dangers in Proposal Writing Should Be Managed, Not Feared
The LinkedIn ballot made one factor clear: proposal professionals need to use AI, however they need to make sure that they’re utilizing it safely. By addressing the 4 principal dangers: AI Safety, AI Hallucination, AI Bias, and AI Converse, proposal groups can flip AI from a legal responsibility right into a aggressive benefit.
If you wish to discover ways to use AI extra successfully, think about participating considered one of our AI-trained seize or proposal consultants or taking our GenAI for Proposal Professionals class. And if in case you have any questions, please don’t hesitate to contact us.
Related Info
By Brenda Crist, Vice President at Lohfeld Consulting Group, MPA, CPP APMP Fellow
Lohfeld Consulting Group has confirmed outcomes specializing in serving to corporations create profitable captures and proposals. Because the premier seize and proposal providers consulting agency centered solely on authorities markets, we offer skilled help to authorities contractors in Seize Planning and Technique, Proposal Administration and Writing, Seize and Proposal Course of and Infrastructure, and Coaching. Within the final 3 years, we’ve supported over 550 proposals profitable greater than $170B for our shoppers—together with the Prime 10 authorities contractors. Lohfeld Consulting Group is your “go-to” seize and proposal supply! Begin profitable by contacting us at www.lohfeldconsulting.com and be a part of us on LinkedIn, Fb, and YouTube(TM).