Cost trap
Per-token pricing without a cap
The single most expensive 2026 procurement antipattern. Buyer has zero leverage once usage scales. Caps + quarterly review are non-negotiable.
Vendor diligence
Twelve questions turn vendor-pitch answers into a verdict, a 7-category scorecard, top concerns, customised questions to ask, and a contract clauses cheat sheet. Free, methodology open and auditable.
No login for the free preview. Work email reveals the full scorecard + PDF.
Why it matters
The standard vendor checklist - SOC 2, references, financial stability - misses the patterns that actually end AI engagements badly. Token cost trap, runtime model swaps, âproprietaryâ wrappers, and IP that is âunclearâ before signature are 2026-specific failure modes that demand a 2026-specific scorecard.
Cost trap
The single most expensive 2026 procurement antipattern. Buyer has zero leverage once usage scales. Caps + quarterly review are non-negotiable.
Model risk
Often a thin wrapper around GPT-4 or Claude, marked up. Disclosure clauses + benchmark vs. the underlying API are how you tell.
IP risk
Reliably becomes a dispute later. Cost of resolving it after launch usually exceeds the original deal value.
Red flag taxonomy
Every flag in the rule library is mapped to one of seven scorecard categories. The wizard surfaces only the flags that actually triggered for your specific pitch.
Vague on the model, "proprietary" claims at premium price, runtime model swaps without a switching policy, "our AI" hand-waving.
All-inclusive pricing too good to be true, ongoing pricing not discussed, undisclosed cost assumptions.
No working example, slides-only pitch, generic demo, LinkedIn-only references, anonymized case studies, six-figure budget with zero references.
Vendor owns the model and outputs, IP "depends on lawyers", no clause for derivative works.
Per-token pass-through with no monthly cap - the single most expensive 2026 procurement antipattern.
Open-ended timeline, large budget without milestones, no named delivery lead, vague data-handling answer.
Sales-led pitch with no proof, looks like a thin wrapper, freelancer at six-figure budget, staff aug without named engineers.
How we score
01
Answer how the vendor pitched. We adapt the wording for consultancies, agencies, SaaS vendors, freelancers, and staff-aug shops.
02
Your answers are cross-referenced against 25 procurement-failure patterns and rolled up into a 7-category trust score. Same answers, same verdict, every time.
03
Verdict, customised questions to ask, contract clauses to negotiate, a 12-question reference-call template, and a board-ready PDF.
7 risk categories
Did they name a specific model? Was the data-flow concrete or hand-waved?
Are ongoing costs itemised, all-inclusive, or "your responsibility"?
Live demo? Anonymised case study? Or just a slide deck?
Who owns the model, the code, the outputs, the fine-tunes?
Token consumption pricing without a monthly cap is a CFO trap.
Milestone payments? Named delivery lead? Concrete timeline?
Sales-led pitch with no proof and an open-ended timeline = walk away.
Who this is for
CFOs sanity-checking the contract. Heads of procurement asking the right questions on the second call. Founders deciding whether to write a six-figure check.
Cost predictability, contract clauses, walk-away signals.
Customised questions, reference-call template, vendor scorecard.
Quick verdict on whether to keep evaluating or move on.
Pillar topics
Each pillar is a self-contained reference for one part of the scorecard. Use them on the second vendor call - the questions and clauses are linked back to the rule library.
The 12-step framework procurement teams use in 2026.
The 25 patterns we have seen end engagements badly.
The list every vendor should answer in writing.
How to spot a thin wrapper at premium price.
Why per-token pricing is a CFO trap without monthly caps.
21 clauses to negotiate before signing.
A printable checklist for finance, legal, and IT.
Reference calls, working-example demos, and named engineers.
How to tell whether you are paying for a real product.
Why ongoing-cost language matters more than headline price.
Methodology
Every flag pattern, every clause, and the verdict cascade is published. buzzi.ai scores green on its own methodology - we run the self-pass test in CI. Read the methodology to see exactly how a verdict is computed from your 12 answers.
Read the methodologyFrequently asked
A 12-question evaluation that turns vendor-pitch answers into a green / yellow / red verdict, a 7-category scorecard, top concerns, customised questions to ask, and a contract-clause cheat sheet. Methodology is open and auditable.
The engine is rule-based: 25 declarative flag patterns derived from procurement-failure case studies. There is no LLM scoring loop, so the same answers always produce the same verdict. Re-run the wizard whenever your vendor changes their pitch.
CFOs, COOs, heads of procurement, and founders evaluating their first or fifth AI vendor. The scorecard is most useful for engagements above $50K, but the methodology applies at any budget.
Yes. The wizard adapts question wording for six vendor archetypes: boutique consultancy, agency, SaaS vendor, freelancer, staff-augmentation, and mixed engagements.
The preview gives you the verdict and your top 2 concerns. The full scorecard, customised questions, contract clauses, reference-call template, and PDF require a work email.
Five minutes for the 12 questions. The free preview is instant; the full scorecard returns within seconds of submitting.
buzzi.ai answers each of the 12 questions in writing before any engagement. We score green on our own methodology - we run the self-pass test in CI.
Yes. The clause library ships with US-default jurisdiction copy. Have your counsel adapt them to your jurisdiction before signing.
Three or more red flags plus refusal to negotiate is the walk-away signal. The PDF report includes a "when to walk away" page with the specific patterns we have seen end badly.
Yes - book a 30-min call from the results page. Free, no pitch, just a sanity-check on the contract before you sign.
Quarterly. New procurement-failure patterns get added; outdated flags get retired. The methodology page shows the version + change log.
No. Submissions are private to your account. Vendor names and emails never leave your row.
Want a second opinion?
No pitch. Senior delivery consultants will sanity-check the contract, flag the three things to negotiate hardest, and tell you when to walk away.
Book the callVendor diligence
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Different archetypes carry different risk profiles. Boutique consultancies, agencies, SaaS vendors, freelancers, and staff-aug shops all fail in distinct ways - we adapt the rest of the questions to the archetype you pick.