Forgent AI vs.
vibe-coded services
Why domain-specific expertise makes the difference in winning tenders.
Vibe-coded tools are everywhere with the democratisation of AI. Vibe-coded refers to software rapidly assembled using AI coding assistants. Often without deep domain expertise, experienced engineers or quality assurance essential for multi-million tenders processes.
Feature depth vs. feature breadth
Many features on the surface, but no depth: no triple quality assurance, no 75 AI iterations per proposal, no validated proposal writer reviewed by tender experts.
No proven results
Without reliable client stories and demonstrated win-rate improvements, effectiveness remains purely theoretical. Multi-million-euro tenders demand proven reliability.
Superficial domain expertise
Vibe-coded tools are built by generalists who use AI to write code. Not by tender experts, bid managers, and top engineers.
Fragile Security Architecture
Rapidly generated code often means: no comprehensive security audits, no enterprise certifications – a serious risk when uploading confidential tender documents.
Feature-by-feature comparison
Forgent AI vs. vibe-coded solutions
Platform & Approach
Vibe-coded solutions
Product Philosophy
✓ Domain-specific AI platform with specialized agents (Finder, Evaluator, Writer). Co-built with enterprises, validated by procurement experts
x AI assistant based on generic LLMs, rapidly assembled without deep procurement domain expertise on the development team
Process Coverage
✓ End-to-end: Pre-sales → Find → Evaluate → Fill forms → Draft bidder questions → Write concept. All process steps on one platform, all enabled by domain-specific AI agents
x Fragmented features, basic writing support. No comprehensive platform
Technology
✓ LLM-agnostic / Best-of-Breed. 15+ engineers from Stripe, AWS, Microsoft, Stanford, UCL, Oxford. Latest models integrated within days
x Connected to standard LLMs without a dedicated AI research team. Dependent on individual provider API availability
Team
✓ 20+ team members from Google, DeepMind, McKinsey, BCG, Microsoft, Stripe. Founders with multiple exits, top engineers, and tender experts
x Small teams, no tender expertise
Innovation Speed
✓ 12-month head start. Weekly new features. Early-access program
x No roadmap, ad-hoc features
Find
Source Coverage
✓ 99.9% - 100% EU above-threshold procedures and 99% of all national tenders in Germany. Connected to over 100 platforms in Germany like TED, Bund.de, etc.. Up to 150% more relevant tenders found compared to other aggregators. Often published 1-5 days earlier than on other platforms.
x Exact coverage rate not independently verified
Search Functionality
✓ Search beyond CPV Codes. Only find the truly relevant tenders; no false-positives anymore. Confirmed by customers.
x No published benchmarks on match accuracy
Document Retrieval
✓ Full document retrieval for >80% of all tenders. No more manual downloading from the source platforms
x No automated document retrieval documented
Tender Foresight
✓ Forward-looking intelligence: know which tenders will be published in the future
x Not available
Evaluate
Analysis Depth
✓ Analysis of 10,000+ pages and 50+ files. Custom eligibility, evaluation, and compliance criteria configurable; check whether company can and wants to bid. If answer is unclear, AI flags it
x No published benchmarks on accuracy; hallucination on answers
Speed
✓ Bid/No-Bid decision in <5 minutes. Up to 90% less time spent on screening
x Can be fast but unsure whether AI really screened all criteria. Without multi-stage quality assurance, the AI can be lazy and not screen all documents
Apply
Writing Support
✓ Full-featured Proposal Writer: 70–90% AI draft based on company's prior concepts and the tender's requirements. 6–7x faster proposal creation. Scales internal subject-matter expertise
x ChatGPT-style writing of concepts; no consistent link to source documents, no tender expertise reflected
Quality Assurance
✓ Multiple AI QA: completeness check, factual accuracy check, and homogenization check. 75 versions per proposal (5 parallel drafts × 15 iterations)
x No multi-stage quality assurance process documented
Accuracy
✓ 98%+ accuracy in requirements extraction (internally benchmarked). Every requirement is factually grounded
x No accuracy benchmarks published
Win-rate Impact
✓ Forward-looking intelligence: know which tenders will be published in the future
x No proven win-rate impact
Security & Compliance
Certifications
✓ GDPR, ISO 27001, SOC, eIDAS. AES-256 encryption. SSO. Audited by enterprise customers
x Depends on provider
Data Usage
✓ No foundation model training with customer data. Data remains private
x No detailed data usage policy published
Hosting
✓ European hosting with regional processing. At-rest & in-transit encryption
x Depends on provider. Risk with international hosting.
Expert Evaluation
✓ Every feature is evaluated by procurement experts using real tenders: Christian Stuhldreier, 10+ years IT procurement; Dr. Carsten Bringmann, procurement law attorney at Noerr
x No documented evaluation by tender and legal experts
References
Customer References
✓ €3B in client revenue in the public sector. Clients include Fortune 500 companies, mid-sized companies and SMBs. See customer stories
x No enterprise references
