A look at how Timefold is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.
Timefold is cited in 5 of 39 AI answers. It shows up on Timefold. It is absent on Employee Scheduling, Field Service Scheduling, Route Optimization.
AI answers fire on 100% of tracked queries, yet Timefold is quoted in only 13% of them. When it does appear, it sits as a listed provider, rarely the lead source.
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Differentiators it leads with: Timefold Solver, Employee Scheduling, Field Service Scheduling, Route Optimization.
Cited as a provider on Timefold queries.
Appears alongside youtube.com, reddit.com, quora.com.
See the full query-by-query breakdown →
| Topic | Presence in AI answers | Buyer intent |
|---|---|---|
| Timefold | Owned | comparison |
| Constraint Solver | Partial | positioning |
| Employee Scheduling | Invisible | positioning |
| Field Service Scheduling | Invisible | positioning |
| Route Optimization | Invisible | positioning |
| Planning Optimization | Invisible | positioning |
Problem Aware. Overview queries: Timefold appears on 1 of 6 themes.
Solution Aware. Owned on Timefold; absent on Employee Scheduling, Field Service Scheduling, Route Optimization.
Alternatives. 5 themes name the brand without citing it; 29 queries answer without it at all.
Executed by AUQ for B2B SaaS teams with the same gaps this audit found.
39 queries across branded, positioning, and comparison intent. "Cited" means Timefold's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.
| Query | Timefold in the AI answer | Top sources cited |
|---|---|---|
| best employee scheduling | Absent | jitbase.com, reddit.com, youtube.com |
| employee scheduling vendors | Absent | shiftboard.com, business.com, joinhomebase.com |
| employee scheduling solutions | Absent | deputy.com, microsoft.com, isolvedhcm.com |
| employee scheduling software | Absent | deputy.com, joinhomebase.com, adp.com |
| employee scheduling platform | Absent | joinhomebase.com, getsling.com, wheniwork.com |
| top employee scheduling providers | Absent | appvizer.com, buddypunch.com, quora.com |
| employee scheduling comparison | Absent | youtube.com, business.com, zapier.com |
| best field service scheduling | Absent | salesforce.com, capterra.com, larksuite.com |
| field service scheduling vendors | Absent | gartner.com, salesforce.com, msdynamicsworld.com |
| field service scheduling solutions | Absent | microsoft.com, servicepower.com, gartner.com |
| field service scheduling software | Absent | servicepower.com, salesforce.com, arrivy.com |
| field service scheduling platform | Absent | servicepower.com, salesforce.com, arrivy.com |
| top field service scheduling providers | Absent | capterra.com, larksuite.com, getnextphone.com |
| field service scheduling comparison | Absent | myquoteiq.com, fieldproxy.ai, appexchange.salesforce.com |
| best route optimization | Absent | myquoteiq.com, community.spiceworks.com, salesforce.com |
| route optimization vendors | Absent | descartes.com, gartner.com, route4me.com |
| route optimization solutions | Absent | resources.nvidia.com, dispatchtrack.com, datastreetsolutions.com |
| route optimization software | Absent | reddit.com, route4me.com, descartes.com |
| route optimization platform | Absent | fortunebusinessinsights.com, reddit.com, aptean.com |
| top route optimization providers | Absent | route4me.com, hse-network.com, shiptify.com |
| route optimization comparison | Absent | trackroad.com, routemate.app, nuvizz.com |
| best planning optimization | Absent | sophus.ai, dev.to, docs.oracle.com |
| planning optimization vendors | Absent | revenuebase.ai, relexsolutions.com, linkedin.com |
| planning optimization solutions | Absent | gartner.com, sas.com, baxterplanning.com |
| planning optimization software | Absent | oracle.com, gartner.com, route4me.com |
| planning optimization platform | Absent | community.spiceworks.com, beatroute.io, cin7.com |
| top planning optimization providers | Absent | gartner.com, descartes.com, deposco.com |
| planning optimization comparison | Absent | pubmed.ncbi.nlm.nih.gov, papers.ssrn.com, aapm.onlinelibrary.wiley.com |
| best constraint solver | Named, not cited | reddit.com, developers.google.com, youtube.com |
| constraint solver vendors | Named, not cited | reddit.com, developers.google.com, youtube.com |
| constraint solver solutions | Named, not cited | technav.ieee.org, docs.minizinc.dev, support.gurobi.com |
| constraint solver software | Named, not cited | reddit.com, developers.google.com, ibm.com |
| constraint solver platform | Cited | frontlinesystems.com, developers.google.com, solver.com |
| top constraint solver providers | Cited | reddit.com, or.stackexchange.com, timefold.ai |
| constraint solver comparison | Absent | his.diva-portal.org, sciencedirect.com, discourse.julialang.org |
| alternatives to Timefold | Cited | linkedin.com, reddit.com, timefold.ai |
| Timefold vs Google OR-Tools | Cited | timefold.ai, reddit.com, news.ycombinator.com |
| Timefold vs Gurobi | Cited | timefold.ai, reddit.com, gurobi.com |
| Timefold vs Hexaly | Named, not cited | dmcommunity.org, linkedin.com, reddit.com |
Timefold is cited in 5 of the 39 AI answers we triggered.
Timefold presents as employee scheduling, field service scheduling, route optimization, planning optimization, constraint solver. AI Overviews cite it on Timefold and it is absent on Employee Scheduling, Field Service Scheduling, Route Optimization.
Impact high · effort medium · 30 to 60 days
Impact medium · effort low · 0 to 30 days
Impact high · effort medium · 30 to 90 days
| Domain AI cites | Pages | Context |
|---|---|---|
| youtube.com | 30 | Cited on 30 of the queries we tested. |
| reddit.com | 13 | Cited on 13 of the queries we tested. |
| quora.com | 8 | Cited on 8 of the queries we tested. |
| gartner.com | 8 | Cited on 8 of the queries we tested. |
| capterra.com | 7 | Cited on 7 of the queries we tested. |
| microsoft.com | 7 | Cited on 7 of the queries we tested. |
| salesforce.com | 7 | Cited on 7 of the queries we tested. |
| larksuite.com | 6 | Cited on 6 of the queries we tested. |
| fieldcamp.ai | 6 | Cited on 6 of the queries we tested. |
| route4me.com | 6 | Cited on 6 of the queries we tested. |
See which queries each peer won →
Brands and domains Google's AI cites in place of Timefold on the queries where it is absent. Observed, not chosen.
| Peer | How AI frames it |
|---|---|
| youtube.com | Cited on 30 of the tested queries. |
| reddit.com | Cited on 13 of the tested queries. |
| quora.com | Cited on 8 of the tested queries. |
| gartner.com | Cited on 8 of the tested queries. |
| capterra.com | Cited on 7 of the tested queries. |
| microsoft.com | Cited on 7 of the tested queries. |
| salesforce.com | Cited on 7 of the tested queries. |
| larksuite.com | Cited on 6 of the tested queries. |