The need is still unclear
Describe the business problem, users, available data, constraints and expected outcome before looking for a provider.
Prepare the briefHow does AIPartnerLens work?
AIPartnerLens turns a business need into comparable criteria, then into a small set of provider profiles to verify before deciding.
Your starting point
Which path fits your situation?
AIPartnerLens does not impose the same process on a company that is still exploring its need and a team that is ready to compare proposals.
The project is scoped
Compare a few profiles on the same scope: deliverables, evidence, total budget, integrations, acceptance criteria, maintenance and risks.
Compare providersYou want a shortlist
Share the context that matters. The shortlist is prepared manually from the buyer need and does not depend on provider payment.
Request a shortlistFor SMBs: make a better choice before signing.
- 1Identify the business problem
- 2Compare providers using decision-relevant criteria
- 3Verify budget, evidence, review status and risks
- 4Prepare a shortlist
- 5Contact the right profiles
For providers: make the offer easier to evaluate.
- 1Free Basic profile
- 2Correct factual information
- 3Optional profile enrichment
- 4Structure use cases and evidence
- 5Keep the profile up to date
Decision outputs
What you should have at each step
The site organizes information, but each step should produce something verifiable before moving to the next one.
| Step | Information needed | Expected output | Next action |
|---|---|---|---|
| 1. Need | Business problem, users, data, tools, constraints and expected outcome. | A comparison scope and a list of open questions. | Project brief or scoping discussion. |
| 2. Criteria | Use cases, evidence, budget, security, integrations, maintenance and poor-fit scenarios. | A consistent framework for comparing engagements of different types. | Review categories, guides and provider profiles. |
| 3. Shortlist | Enough context to identify the priority criteria. | A few profiles to verify, with reasons for the fit and points to clarify. | Contact providers and compare their responses. |
| 4. Decision | Proposal, evidence, responses, acceptance criteria and responsibilities. | A documented decision rather than delegating the final choice to one score. | Contract scoping, pilot or a documented no-go decision. |
Complete the process with the full project budget guide, the evidence checklist and the editorial methodology.
AIPartnerLens method
Need → criteria → shortlist → decision
AIPartnerLens does not replace analysis of the business context. It helps buyers ask the right questions, compare provider offers and make limitations visible before contacting or selecting a provider.
01
Collect
Gather factual information: positioning, use cases, budget, tools, stated evidence, industries and constraints.
02
Structure
Turn those facts into a buyer-readable profile: best suited for, may not be the right fit if, risks, evidence, maintenance and questions to ask.
03
Compare
Bring providers back to a consistent framework so a broad claim is not compared with a tightly scoped engagement.
04
Improve
Use documented market feedback and shortlist requests to improve profile relevance over time.
Framework
Criteria used
Each profile should help a buyer quickly understand the context, limitations and conditions for success.
01
Business problem
02
Use cases
03
Budget
04
Evidence
05
Documented client feedback
06
Risks
07
Best fit
08
Poor-fit scenario
09
Maintenance
10
Technical environment
Trust
Unclaimed, Basic reviewed or Verified: what changes
Profiles must remain useful to buyers. A provider can correct factual information, supply evidence and enrich its profile, but it cannot rewrite independent risks, limitations or editorial analysis.
Badges indicate a level of review, contribution or maintenance. They are not a guarantee of results and do not replace verification of the actual project context.
Unclaimed profile
Built from public sources without review by the provider.
Basic reviewed profile
The main factual items have been reviewed by the provider. AIPartnerLens independently retains its analysis, categories, best-fit and poor-fit scenarios, and points to clarify. This status is separate from the commercial Verified plan and does not provide a ranking advantage.
Verified profile
A structured, enriched and maintained profile under the existing Verified plan. The provider may add factual information, evidence and context. Payment cannot buy ranking, a recommendation or the removal of an editorial risk flag.
Editorial assessment
The methodology remains explicit and independent. An editorial assessment cannot be bought and must not hide risks or poor-fit scenarios.
Evidence
Case studies, demos, deliverables, references or private evidence. The evidence level should remain clear without inventing outcomes.
Limits
What AIPartnerLens does not promise
AIPartnerLens does not promise automatic outcomes, replace a full audit or guarantee that a provider will fit without a scoping discussion. A shortlist is decision support, not a decision delegated to the platform.
For providers, an enriched profile improves clarity, access to evidence and eligibility for relevant category pages or manually prepared shortlists. It does not allow a provider to hide a poor-fit scenario, risk or material limitation.
A simple rule: trust before monetization.
A provider can pay to structure, enrich or maintain its profile. It cannot buy a score, hide a poor-fit scenario or influence independent editorial analysis.