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Proposal Writing 1 - Custom GPT

Learn how Axum’s Proposal GPT speeds up proposal drafting—outline, full draft, budgets, and relevant experience—using Axum’s voice, template, and rate cards.

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Use this guide to navigate Axum’s internal Proposal GPT and produce outlines, full drafts, budgets, and “Relevant Experience” sections—quickly and consistently.


📍 Step 1: Launch Axum Proposal GPT

  • Open ChatGPT (Team GPTs) and select “Axum Proposal GPT.”
  • Start a new chat for each proposal to keep context clean.
  • Keep the RFP/brief handy (link or PDF) and the due date.
 

✅ Tip: Name the chat with the client + country + due date (e.g., AfDB – Nigeria – 2025‑11‑20) for easy retrieval.

🚧 Note: No personal data in screenshots. Avoid uploading sensitive client files to chats not intended for sharing.


📍 Step 2: Answer the 7 Setup Questions (First Message Protocol)

On first message, the GPT will prompt you. Provide one‑line answers for each:

  • Client name
  • Sector
  • Geography
  • Opportunity type (RFP/EOI/unsolicited)
  • Due date (YYYY‑MM‑DD)
  • Required sections/word counts
  • Team members to include (list names)

If you listed team members, the GPT will ask:

“Do you want both short bios and full CVs included?” (Default: yes)
 

✅ Tip: Insert the entire RFP for review by ChatGPT after reading it so headings match Axum’s template and the client’s instructions.

🚧 Note: If confidentiality is strict, summarize sensitive details rather than pasting entire RFP text.


🚧 Step 3: Choose Sector Module & Share Client Materials

(Please note sector packs are upcoming so you will not be ale to do this for the next month or so)

  • Confirm whether to use a sector module (e.g., Health, Climate Finance, Agriculture).
  • Provide additional RFP links or brief or relevant and approved client data
  • Say whether to browse for latest public research (recommended for time‑sensitive data).
  • Mention country‑specific policies the draft must reflect.
 

✅ Tip: Ask the GPT to prioritize reputable sources (AfDB, World Bank, UNDP, AU, national statistics bureaus) and include inline bracketed citations (Source, Year) plus a short References list.

🚧 Note: For multi‑country bids, specify which country drives the evidence vs. where to pull comparators.


📍 Step 4: Provide Budget Inputs & Select Rate Card (A–D)

Supply:

  • Roles to staff and how many people per role
  • Days per person
  • Rate Card (A, B, C, or D) — client‑type brackets:
    • A: NGOs
    • B: Multilaterals, bilaterals, most foundations, small corporates
    • C: Large foundations, corporates
    • D: Major corporates, MENA
 

✅ Tip: Tell the GPT to include subtotals, reimbursables (travel/logistics/per diem), VAT note, and a final TOTAL.


📍 Step 5: Use Case 1 — Generate a Full Axum‑Standard Proposal

Paste or adapt this prompt (fill the brackets):

Draft a full Axum-standard proposal for [Client] in [Sector] in [Country], due on [YYYY-MM-DD]. Include an executive summary, background, objectives, approach, relevant experiences, team, and budget. Give me this material section by section and start with a bulleted storyline before you then move to a narrative format

What you can expect:

  • Axum template structure with headings in the right order.
  • Executive Summary constrained to ~150–250 words.
  • Integrated team bios/CVs if requested.
  • Inline citations and a short References list.
 

🚧 Note: If the draft conflicts with RFP formatting rules, ask the GPT to mirror the client’s sections and numbering while preserving Axum content.


📍 Step 6: Use Case 2 — Create a 10‑Page Outline Only

Use this prompt to get the skeleton fast:

Create only the outline of a 10-page proposal for [Client] on [Topic]. Use Axum’s proposal structure and note where data or inputs are missing.Start by first giving me the main storyline in bullet form before you then give me a full narrative

What you can expect:

  • Clean section list with page allocation hints.
  • Gaps flagged (e.g., missing baseline stats, stakeholder list, client KPIs).
  • A quick evidence plan (facts to source; Knowledge vs. Web).
 

✅ Tip: Ask for a checklist of items to collect from the PM or client


📍 Step 7: Use Case 3 — Generate a Budget Table (Rate Cards A–D)

Prompt:

Generate a budget table using Rate Card [A/B/C/D] for roles [list], days [list]. Include totals and standard Axum notes.

What you can expect:

  • A table with columns: Name | Role | Daily Rate (USD) | Number of Days | Total (USD).
  • Subtotals, reimbursables, final TOTAL, and standard notes:
    • Reimbursables cover travel and logistics.
    • VAT excluded unless specified.
    • Option 2 budgets only if the client requests.

(Insert Screenshot: Budget Table — Fees, Reimbursables, TOTAL)

✅ Tip: Add “Provide a CSV version under the table” for quick import to Sheets/Excel.

🚧 Note: Spot‑check math and rate card selection (A–D) before sending to client.


📍 Step 8: Use Case 4 — Generate “Relevant Experience” by Objective

Prompt:

Generate the ‘Relevant Experience’ section for a proposal to [Client]. The objectives are: [list objectives]. Under each objective, provide 3–5 examples of Axum’s past work with results.

What you can expect:

  • Objective‑by‑objective mapping with 3–5 concise examples each.
  • Clear results/metrics and client names/locations where shareable.
  • A short context sentence that anchors African precedents.
 

✅ Tip: Ask the GPT to prioritize relevant comparators and tell the GPT to only stick to Axum provided experiences and no external references or its own data


📍 Step 9: Review Deliverables & Run the Quality Gate

After drafting, ask: “Run the quality gate.” The GPT will verify:

  • Structure matches Axum template and RFP rules.
  • Citations present; any unclear facts flagged.
  • Numbers consistent across narrative and budget.
  • Language is active, clear, and concise.

Deliverables you can request in one message- ask it section by section please)

  1. Proposal_Draft_v1 (clean, client‑ready structure)
  1. Executive_Summary (150–250 words)
  1. References (short list)
  1. Assumptions_Risks (“choices we made”)
  1. Team_Section with bios (and CVs if requested)
  1. Budget_Table (fees, reimbursables, total)
  1. Appendix: CVs (if required)
 

🚧 Note: For multi‑firm consortia, specify which partner owns which section and request a workplan table with dates/owners.


✨ Quick Summary

  • ✅ Open Axum Proposal GPT and start a fresh chat.
  • ✅ Answer the 7 setup questions (client, sector, geography, type, due date, sections/word counts, team).
  • 🚧 Choose a sector module and share RFP/materials; allow web browsing for fresh stats.
  • ✅ Provide roles, headcount, days, and Rate Card (A–D) for budgets.
  • ✅ Run one of the 4 standard prompts (full draft, outline, budget, relevant experience).
  • Review via Quality Gate, then export to your working document.

🔗 What’s Next?

  • Limitation of the Axum Proposal GPT
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