LightSource vs. Keelvar
Keelvar is a sourcing optimization specialist: an event engine that solves large, constraint-heavy tenders and runs recurring events with autonomous agents, strongest in logistics. LightSource is the AI-native direct materials operating system, spec through scale: RFQs launch from a revision-managed BOM and AI normalizes supplier quotes in any format.
| Attribute | ![]() | ![]() |
|---|---|---|
| The short version | LightSourceLightSource is the AI-native Direct Materials Operating System, spec through scale, PLM through ERP: revision-managed parts and BOMs, part-level RFQs with flexible cost breakdowns, AI quote analysis, and awards that become tracked price history. Teams are live in days, and suppliers use it free. | KeelvarKeelvar is a sourcing optimization specialist: an event engine that solves large, constraint-heavy tenders and runs recurring events with autonomous agents, strongest in logistics. |
| Built for | LightSourceDirect materials, spec through scale: parts, BOMs, NPI programs | KeelvarLarge, complex bid events, especially logistics and freight |
| Core question | LightSourceWho should make this part, and at what price? | KeelvarGiven these bids and constraints, what is the optimal award? |
| Architecture | LightSourceAI-native direct materials operating system, built around the part record | KeelvarEvent engine: data is scoped to each sourcing event |
| Implementation | LightSourceLive in days on flat files; sourcing in about 30 days; implementation included | KeelvarNo-code standard events; complex optimization leans on vendor analysts |
| Pricing model | LightSourcePlatform plus seats; implementation included; always free for suppliers | KeelvarQuote-based enterprise subscription; no published prices |
| Supplier network | LightSource20,000 suppliers live; free supplier workspace; AI discovery | KeelvarInvite-based bidder accounts; no network or discovery |
| Target customer | LightSourceManufacturers from growth stage to enterprise divisions | KeelvarGlobal enterprises, typically $1B+ revenue |
Where each system actually works
The procurement landscape reduced to what matters for this comparison: three rows across the nine lifecycle stages, one lane per product. Orange bars are where LightSource operates, outlined bars are where this vendor does; solid means native in practice, dashed partial, dotted claimed but not evidenced.
Capability comparison, in detail
Twenty capabilities in six groups. The LightSource column is identical on all six comparison pages, including the ones we don’t win.
| Capability | ![]() | ![]() |
|---|---|---|
| Product data | ||
| Parts & BOM ingestion | LightSourceStrong AI ingestion from Excel, PDFs, and drawings into a revision-managed item master | KeelvarLimited Native: fast Excel bid-sheet setup; no drawing or PDF intake and no item master |
| BOM & revision management | LightSourceStrong Nested BOMs with revisions, snapshots, diffs, and cost roll-ups | KeelvarNot offered BOM data is event-scoped; no item master, revisions, snapshots, or cost roll-ups |
| PLM/ERP integration | LightSourceStrong PLM in, ERP out: GraphQL API mirrors the whole platform; flat-file start in days | KeelvarLimited Configured: SAP Ariba integration and an API; no PLM; reviewers flag integration depth |
| Sourcing | ||
| RFQ/RFX events | LightSourceStrong Part-level RFQs with drawings, from 3-bids-and-a-buy to multi-round strategic events | KeelvarStrong Native: RFIs, RFQs, and e-auctions at scale; thousands of lines, hundreds of bidders |
| Quote analysis | LightSourceStrong Flexible cost breakdowns (CBD): category-specific bid sheets; AI normalizes any quote | KeelvarModerate Native: optimization-grade analysis of structured bids; suppliers conform to its template |
| Award scenarios & price history | LightSourceStrong AI-drafted award scenarios, split awards, approvals; awards become tracked contracts | KeelvarStrong Native: combinatorial award optimization at scale; awards event-scoped, no price history |
| Should-cost | LightSourceModerate Should-cost as first-class item data (third-party or your own); no native cleansheet studio | KeelvarNot offered No cleansheet or should-cost modeling; formulas compute bid totals and landed cost |
| Suppliers | ||
| Supplier network & discovery | LightSourceStrong 20,000 suppliers live; AI capability-based discovery | KeelvarNot offered No pre-existing quoting base or discovery; buyers bring their own suppliers |
| Supplier experience | LightSourceStrong Free for suppliers; onboarding in under 30 minutes; Excel round-trip quoting | KeelvarStrong Free invite-based bidder accounts, guided onboarding, online and Excel bidding |
| Supplier management (SRM) | LightSourceStrong Scorecards, data rooms with AI document analysis, certification collection | KeelvarLimited Supplier profiles and contacts; scorecards, data rooms, cert collection not documented |
| Intelligence | ||
| AI-native architecture | LightSourceStrong AI embedded through the workflow: ingestion, event setup, bid analysis, awards | KeelvarModerate 14-year optimization pedigree; Kai (2025) and agents automate event workflows |
| Tariff/HTS support | LightSourceModerate AI-suggested HTS codes on the item master; no tariff scenario engine | KeelvarLimited Landed-cost formulas; Rate Manager re-sources on rate drift; no HTS classification |
| Spend analytics | LightSourceLimited Sourcing-scoped analytics and savings tracking, not company-wide spend cubes | KeelvarLimited Event KPIs, cycle times, and savings reporting; not spend classification |
| Process coverage | ||
| Procure-to-pay | LightSourceNot offered No requisitions, POs, or invoicing; awarded pricing exports to your ERP/P2P | KeelvarNot offered Upstream sourcing only; no requisitions, POs, or invoicing |
| Contract management | LightSourceLimited Award and price record with expiry tracking; no authoring or redlining | KeelvarNot offered No CLM module; Rate Manager stores contracted rates, not contracts |
| Intake & orchestration | LightSourceNot offered No requester front door; work starts at the sourcing project | KeelvarModerate Configured: requester intake and Kai setup, sourcing-only; agents are built per category |
| Fit & deployment | ||
| Direct-materials focus | LightSourceStrong Built entirely around parts: revisions, drawings, BOMs, tooling costs | KeelvarLimited Real packaging, ingredients, and components use; an event engine, not a parts record |
| NPI support | LightSourceStrong Engineering collaboration, revision-aware RFQs, fast first quotes | KeelvarNot offered No engineering collaboration, revision-driven resourcing, or NPI workflow documented |
| Implementation & time-to-value | LightSourceStrong Live in days on flat files; sourcing in about 30 days; implementation included | KeelvarModerate No-code event builds, highly rated support; complex events lean on analysts |
| Mid-market accessibility | LightSourceStrong Lean teams run it self-serve; enterprise controls available, not required | KeelvarLimited Positioned for $1B+ revenue enterprises with dedicated sourcing staff |
Where Keelvar is strong: big events, hard constraints, autonomous agents
Keelvar has spent 14 years building category-defining combinatorial award optimization, and the results show it. Sourcing Optimizer models billions of award scenarios across price and non-price factors, capacity constraints, and conditional discounts, which is why freight teams use it to tender thousands of ocean and road lanes in a single event. The outcomes Keelvar publishes are serious: $440M in savings over two years on $7.5B of spend at Stanley Black & Decker, $64M in one year at Mars, and Coca-Cola, Maersk, Siemens, and Samsung among its named customers. Since 2023, Keelvar has layered autonomous sourcing agents on top of the optimizer, and the Kai orchestrator (launched November 2025) turns a plain-language request into a configured event, with named agents such as Optimal Close and Autonomous Rate Refresh running recurring events end to end under human approval. Rate Manager (March 2025) re-opens sourcing automatically when contracted rates expire or drift from benchmarks. Support is a genuine strength as well: G2 reviewers rate Keelvar 4.7 out of 5 with a 9.8 quality-of-support score. LightSource offers none of this optimization machinery. If the job is award math at mega-event scale, Keelvar is the specialist.
Where LightSource is strong: the part-level record that persists
LightSource is built around the part rather than the event. AI ingestion turns Excel files, PDFs, and drawings into a revision-managed item master, nested bills of materials carry snapshots, diffs, and cost roll-ups, and RFQs go out at the part level with drawings attached. Suppliers quote in whatever format they already use, and AI normalizes those quotes for comparison instead of requiring conformance to a bid template. Awards become tracked contracts, so every part accumulates per-supplier price history across events and revisions. Around that record sits supplier management with scorecards, data rooms, and certification collection, plus a network of 20,000 suppliers who use LightSource free, with AI capability-based discovery for finding new ones. Manufacturers including BRP, Canada Goose, HelloFresh, Shure, and Infinite Machine run direct-materials sourcing on it (see customer stories), and the company was named a Gartner Cool Vendor 2025 (Sourcing and Procurement Technology), with venture backing co-led by Lightspeed and Bain Capital Ventures ($33M). None of this parts infrastructure exists in Keelvar's public materials: no item master, no BOM revision management, no PLM story, and no price history that survives the event.
The structural difference: an event engine and a system of record
The clearest way to understand this comparison is by what each product remembers. In Keelvar, the unit of work is the sourcing event: a bid sheet is configured, suppliers bid, the optimizer solves, an award is recommended, and the event closes. That design fits a freight tender well, because the lanes change every year anyway. It fits engineered parts poorly, because the same part gets sourced, revised, and re-sourced for years, and the question of what you paid last time, from whom, and why needs a durable answer. LightSource keeps that answer: items, revisions, quotes, awards, and total cost history live in one record that outlasts any single event and any single buyer. To be fair to Keelvar, its direct-materials usage is real; packaging, ingredients, and components are documented categories with named customers. But nothing in its public materials describes an item master, revision management, or part-level price history, because that has never been the product's job. For a manufacturer, these read less as head-to-head competitors than as tools built for different kinds of spend within the same function.
Running both: Keelvar for logistics tenders, LightSource for parts
The honest split is by spend type, not by layer. Both products execute sourcing events, so the overlap in RFQ execution is real, and a team should not plan to run the same category through both. A global manufacturer with nine-figure logistics spend can keep Keelvar for ocean and road tenders and agent-run tactical events, where combinatorial optimization across thousands of lanes pays for itself, and run engineered-component and BOM-driven sourcing in LightSource, where work starts from parts, drawings, and revisions, and awarded pricing needs to live on as BOM cost history. Neither product does procure-to-pay or contract authoring, so both sit upstream of an ERP or S2P layer; LightSource pushes awarded pricing to your ERP through its GraphQL API (see integrations). For a mid-market manufacturer, running both is usually overkill: LightSource covers the direct-materials workflow end to end, and Keelvar becomes interesting when logistics tender complexity is a spend problem of its own.
What adding LightSource looks like in practice
LightSource implementations start with flat files, not an integration project. Teams go live in days on Excel exports of items and BOMs, run their first sourcing project inside about 30 days, and implementation is included in the price rather than billed as a services engagement. AI Item Ingestion structures messy part data on the way in, so a data-cleanup phase is not a precondition. Suppliers onboard through an RFx invitation in under 30 minutes, use the platform free, and can keep quoting in Excel. When IT is ready, the GraphQL API supports PLM pulls and awarded-pricing pushes to ERP. This is a different motion from enterprise optimization tooling, where complex event configuration commonly leans on a vendor analyst (a recurring theme in Keelvar's G2 reviews). See the product for the full direct-materials workflow.
What public reviewers say
On G2, Keelvar holds 4.7/5 across about 23 reviews and LightSource holds 4.9/5 across a small early base of about 11 reviews, both as of September 2026. Both bases are small for products of this age, so treat individual reviews as anecdotes rather than statistics; the links go to the full, unfiltered review pages. A few reviews are specific enough to be worth quoting.
On Keelvar, the praise centers on the optimizer doing exactly what it is sold to do on large bid sets:
"The scenario builder has been extremely helpful in analyzing our bids... easily being able to create different scenarios to choose... the best business decision."
-- G2 reviewer (eProcurement analyst, Enterprise)
The critical reviews land on the same point our comparison does: past standard events, configuration leans on Keelvar's own people.
"Some more advanced settings are difficult to figure out without an analyst from Keelvar being dedicated to your tender."
-- G2 reviewer (Mid-Market)
"Some features (as for example the traffic light feedback system) can be set up via different places in the tool, which gets a little confusing over time."
-- G2 reviewer
LightSource's early reviews concentrate on onboarding speed and how much routine sourcing work the AI absorbs:
"Getting started is extremely easy, and the platform's intuitive design means we're not wasting time figuring things out."
-- G2 reviewer (VP of Supply Chain, Mid-Market)
"The AI-driven approach makes handling everything from contracts to supplier scoring feel like less of a chore."
-- G2 reviewer
When to choose what
Choose Keelvar if
You tender ocean, air, or road freight across hundreds or thousands of lanes and need award optimization with capacity and discount constraints.
You run high volumes of recurring spot or tactical events that autonomous agents can execute under human approval.
You need reverse auctions or e-auctions as a native event type.
Your award decisions hinge on modeling non-price constraints (capacity, risk concentration, bundled discounts) across many scenarios at once.
You are a $1B+ enterprise with a sourcing-excellence team, or budget for analyst-assisted event setup, to get value from complex optimization.
Choose LightSource if
You source engineered parts with drawings and revisions, and quotes, awards, and price history need to persist at the part level.
Your BOM drives sourcing: you need cost roll-ups, revision diffs, and RFQs launched straight from the bill of materials.
Your suppliers quote in every format imaginable and you would rather have AI normalize them than force a bid template.
Finding and onboarding suppliers is the bottleneck: you want a free network of 20,000 suppliers plus AI capability-based discovery.
You are a lean team that needs to be live in weeks, with implementation included and no analyst bench required.
RUNNING BOTH
Running both is plausible, but it is a split by spend category rather than by layer, since both products execute sourcing events. The pairing that makes sense: a global manufacturer keeps Keelvar for freight and logistics mega-tenders and agent-run tactical events, where combinatorial optimization pays for itself, and runs engineered-component and BOM-driven sourcing in LightSource, where awarded pricing lives on as part and BOM cost history. Neither product does procure-to-pay or contract authoring, so both sit upstream of your ERP. For a mid-market manufacturer, both is usually overkill; LightSource covers the direct-materials workflow end to end, and Keelvar earns its place when logistics tender complexity is a nine-figure problem of its own.
Frequently asked questions
Is LightSource a replacement for Keelvar?
For engineered-parts and BOM-driven sourcing, yes: LightSource covers RFQs, quote analysis, awards, and the part-level record that Keelvar does not keep. For large-scale combinatorial optimization, no: LightSource does not offer a Keelvar-class solver for constraint-heavy mega-tenders. Whether it replaces Keelvar depends on which of those jobs you bought Keelvar for.
Can LightSource and Keelvar work together?
Yes, split by spend type. Keep Keelvar for logistics tenders and agent-run tactical events, and run direct-materials sourcing in LightSource, where parts, drawings, and price history live. Both products sit upstream of your ERP, and LightSource exports awarded pricing through its GraphQL API.
How long does LightSource take to implement?
Customers go live in days on flat-file imports and run sourcing within about 30 days. Implementation is included in the subscription rather than sold as a services engagement, and suppliers onboard free in under 30 minutes through an RFx invitation.
How are LightSource and Keelvar priced?
Keelvar sells a quote-based enterprise subscription with no published prices, and its G2 reviews describe complex tenders as often needing a Keelvar analyst assigned. LightSource prices on platform and seats, includes implementation, and is always free for suppliers. Neither vendor publishes a price list.
Does Keelvar handle direct materials?
Yes. Keelvar has a dedicated direct-materials offering and published results at Mars and Stanley Black & Decker that include materials categories. What it does not have is a system of record for parts: no item master, no BOM revision management, no drawing ingestion, and no cross-event price history.
Is LightSource good for indirect spend or freight?
LightSource is purpose-built for direct materials. It can run straightforward RFQs in other categories, but it does not offer combinatorial logistics optimization, reverse auctions, catalogs, or company-wide spend analytics. Teams whose main problem is freight tender optimization or indirect procure-to-pay should look at specialists and suites for those jobs.
Sources
Keelvar homepage: positioning, modules, customers, and published results
Keelvar support: getting started as a bidder (invite-based, free accounts)
Business Wire: Keelvar launches Kai AI Orchestrator (Nov 12, 2025)
CPOstrategy: Keelvar launches Kai to power a new era of autonomous sourcing (Nov 12, 2025)
CNBC: LightSource raises $33M co-led by Bain Capital Ventures and Lightspeed (Mar 31, 2025)
This comparison is based on publicly available information as of September 2026 and our understanding of both products. Products evolve; if you spot something out of date, tell us and we will fix it.
All product names and trademarks are the property of their respective owners and are used for identification only.
See your cost model in LightSource
Bring a representative bid sheet. See how an event-specific breakdown is structured, then walk through the PLM-to-ERP handoff.

