AI-assisted market intelligence

Find credible alternatives.Build benchmark evidence.

MarketLens helps sourcing teams discover non-incumbent suppliers, validate their fit, and establish defensible rate targets—without replacing the procurement systems they already use.

01 Approved sources only02 Human-validated outputs03 Works with current tools
Live market challengeSynthetic demo
So
Selected categoryTechnology & SoftwareEnterprise application portfolio
Qualified alternatives4
Benchmark targets3
Modeled opportunity$2.1M

Market signalChallengers are using migration credits and flexible consumption bands to displace bundled incumbents.

Designed forLean sourcing teams
Fills the gapBefore the RFI or RFP
Primary outputQualified market challenge
Deployment modelSecure internal AI

How it fits your current sourcing process

AI does the research work. Sourcing keeps the judgment.

This is not a new e-sourcing suite. It is a configurable intelligence layer that feeds better evidence into your existing RFP, spreadsheet, approval, and negotiation workflow.

01

Connect approved inputs

Category requirements, incumbent contracts, spend, rate cards, and authorized benchmark sources.

02

Research the market

AI identifies candidates, maps evidence, checks requirements, and flags missing information.

03

Validate with sourcing

A sourcing manager reviews fit, confidence, benchmark assumptions, and shortlist decisions.

04

Use the outputs anywhere

Move the approved shortlist, RFI questions, and target rates into the tools already in place.

Your information stays in an approved environment.

Configure the workflow inside the client's secure AI stack; do not paste confidential supplier pricing into a consumer chatbot.

Coupa · Ariba · Jaggaer · Excel · Email

Interactive demonstration

Run a supplier market challenge

Change categories to see the suppliers, requirements, evidence, benchmarks, and commercial opportunity update.

Research run 01 · ready for review
01Sourcing brief
Category event

Enterprise application portfolio

$12.8M annual spend
Current supplier
VectorSuite Technologies
Scope
CRM, integration platform, analytics, support, and related enterprise licenses
Objective
Find credible alternatives and establish defensible unit-rate targets before the portfolio renewal.
02Qualification requirements
  • SSO, SCIM, and enterprise audit controls
  • North American and European data residency
  • Migration support for 4,500 users
  • Reference clients above $1B revenue
AI extracted · sourcing manager verification required
03Supplier discovery

Incumbent and market alternatives

Every candidate includes a reason for inclusion, traceable evidence, and a confidence indicator.

Strong functional fit and low transition risk, but pricing is above the modeled market range.

Installed baseGlobal supportLow disruption

Closest functional alternative with credible migration capacity and referenceable global clients.

Full-suite coverageMigration fundingEnterprise controls

Lower-complexity platform with aggressive commercial terms and strong workflow automation.

Commercial flexibilityAI workflowsFast deployment

Credible option for unbundling selected modules while preserving leverage with the incumbent.

Modular buyingOpen APIsTransparent pricing

Not a replacement provider; useful as an independent benchmark and license-optimization partner.

Benchmark depthLicense optimizationNegotiation support
NC
Selected supplier evidence

Northstar Cloud Systems

Closest functional alternative with credible migration capacity and referenceable global clients.

  • Public enterprise security documentation
  • Four comparable client references
  • Published partner migration program
Evidence confidence89%AI recommendation · validate before supplier outreach
04Benchmark rates

Current position versus evidence range

Modeled targets combine internal transactions, approved benchmarks, demand data, and documented market evidence.

Modeled annual opportunity$2.1M16.1% of addressable spend
Rate itemCurrentEvidence rangeTargetAnnual impact
Enterprise CRM license$118 / user / month$82$104$94 / user / month$1.3M
Integration platform connector$37K / connector / year$24$31$28K / connector / year$432K
Premium support fee22% of licenses141816% of licenses$386K
DirectionalValidated

Adjust confidence to test how the opportunity changes when benchmark comparability or data quality is weaker.

05Evidence register

Approved sources behind the model

H

Approved transaction panelComparable software unit rates and concessionsUpdated 18 days ago

High
H

Internal contract repositoryCurrent pricing, terms, and renewal history4 agreements mapped

High
M

Public supplier evidenceCapabilities, security, coverage, and referencesReviewed this week

Medium
H

Utilization exportLicense demand and module adoptionPrior 90 days

High
!

Human check requiredConfirm shortlist capacity and final benchmark comparability before issuing an RFI.

06Market challenge output
Human review

2 suppliers ready for validation

01

Northstar Cloud SystemsEstablished · 91% requirements fit

02

BrightOps SoftwareChallenger · 87% requirements fit

Target opportunity$2.1M
Evidence confidence88%
RFI questions12

Decision audit trailInputs, source use, shortlist changes, assumptions, and approvals are recorded for governance.

Run ML-202601 · Sourcing manager

AI implementation for strategic sourcing

Use AI where your procurement suite stops.

Start with one category, one real sourcing problem, and a controlled pilot that produces measurable evidence.

Start a conversation Revisit the demo