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Fan-out runnARItg2nJegpartialAI Overview

What is a good software engineering staff augmentation company in Lebanon?

Geminigemini-3.8-flashOpenAIgpt-6.1-sol5 passes + 1 real-search54 queries10/27/2026
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Gemini observed: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
Gemini simulated: gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
OpenAI unique queries
49
3 in ≥ half the passes · stability 24%
OpenAI real searches predicted
60%
3 of 5 matched the simulation
Cost of this run
$0.178
32,998 tokens · 5 web searches · on your keys

Fan-out diagram

Seed → topic clusters → sub-queries, per model.

SEED QUERY
What is a good software engineering staff augmentation company in Lebanon?
49 unique queries · 5 passes
local provider search
1 query · 5 hits
best software engineering staff augmentation companies in lebanon5xGoogle ↗
REFORMULATIONComparison
rates and contract terms
1 query · 3 hits
software developer staff augmentation lebanon hourly rates monthly cost3xGoogle ↗
IMPLICITComparison
client case studies
1 query · 3 hits
lebanon software engineering staff augmentation client case studies3xGoogle ↗
IMPLICITReason
client reviews
1 query · 2 hits
lebanon software staff augmentation companies verified client reviews2xGoogle ↗
IMPLICITReason
vendor evaluation criteria
1 query · 2 hits
how to evaluate a software staff augmentation company in lebanon2xGoogle ↗
IMPLICITComparison
augmentation versus outsourcing
1 query · 2 hits
staff augmentation vs outsourced software development lebanon providers2xGoogle ↗
COMPARATIVEComparison

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

OpenAI simulated (49)OpenAI real searches (5)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factOpenAI simulated · Short fact: 0 of 49 queries (0%)OpenAI real searches · Short fact: 0 of 5 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalOpenAI simulated · Other / navigational: 5 of 49 queries (10%)10%OpenAI real searches · Other / navigational: 2 of 5 queries (40%)40%Comparison: compares options or asks for the best / top / cheapestComparisonOpenAI simulated · Comparison: 32 of 49 queries (65%)65%OpenAI real searches · Comparison: 3 of 5 queries (60%)60%Consequence: what happens as a result: effects, outcomesConsequenceOpenAI simulated · Consequence: 3 of 49 queries (6%)6%OpenAI real searches · Consequence: 0 of 5 queries (0%)Reason: why something happens or what causes itReasonOpenAI simulated · Reason: 9 of 49 queries (18%)18%OpenAI real searches · Reason: 0 of 5 queries (0%)Definition: what something is or what a term meansDefinitionOpenAI simulated · Definition: 0 of 49 queries (0%)OpenAI real searches · Definition: 0 of 5 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionOpenAI simulated · Instruction: 0 of 49 queries (0%)OpenAI real searches · Instruction: 0 of 5 queries (0%)Yes / no: a yes-or-no questionYes / noOpenAI simulated · Yes / no: 0 of 49 queries (0%)OpenAI real searches · Yes / no: 0 of 5 queries (0%)

Classes come from the query-classifier (a local Laya model). 40 of 54 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

What the models actually searched

Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.

OpenAI5 real searches · gpt-6.1-sol60% predicted
Lebanon software engineering staff augmentation company dedicated developers Google ↗
simulatedlebanon software companies offering staff augmentation and dedicated developers0.980
Lebanon software development staff augmentation CME Google ↗
simulatedcme lebanon software engineering staff augmentation services0.971
Lebanon software development staff augmentation Eurisko Google ↗
simulatedeurisko lebanon staff augmentation dedicated software engineers0.966
site.clutch.co Supportful Lebanon reviews Google ↗
closestLebanese IT staff augmentation companies verified client reviews0.898
site.clutch.co Eurisko Lebanon reviews staff augmentation Google ↗
closestLebanese IT staff augmentation companies verified client reviews0.931
49 cited sources
  1. clutch.co · clutch.co
  2. lts-solutions.ai · lts-solutions.ai
  3. techbehemoths.com · techbehemoths.com
  4. moondev.solutions · moondev.solutions
  5. www.syntx.me · www.syntx.me
  6. eurisko.net · eurisko.net
  7. silverbulletlb.com · silverbulletlb.com
  8. eurisko.net · eurisko.net
  9. www.supportful.world · www.supportful.world
  10. eurisko.net · eurisko.net
  11. oegoutsourcing.com · oegoutsourcing.com
  12. ubtcall.com · ubtcall.com
  13. www.reddit.com · www.reddit.com
  14. investinlebanon.gov.lb · investinlebanon.gov.lb
  15. csplebanon.org · csplebanon.org
  16. wp-fadel-2022.s3.eu-west-2.amazonaws.com · wp-fadel-2022.s3.eu-west-2.amazonaws.com
  17. www.investinlebanon.gov.lb · www.investinlebanon.gov.lb
  18. www.akidev.com · www.akidev.com
  19. www.reddit.com · www.reddit.com
  20. scholarworks.aub.edu.lb · scholarworks.aub.edu.lb
  21. www.reddit.com · www.reddit.com
  22. www.reddit.com · www.reddit.com
  23. www.reddit.com · www.reddit.com
  24. en.wikipedia.org · en.wikipedia.org
  25. www.reddit.com · www.reddit.com
  26. en.wikipedia.org · en.wikipedia.org
  27. www.reddit.com · www.reddit.com
  28. www.reddit.com · www.reddit.com
  29. en.wikipedia.org · en.wikipedia.org
  30. clutch.co · clutch.co
  31. clutch.co · clutch.co
  32. www.glassdoor.com · www.glassdoor.com
  33. www.supportful.world · www.supportful.world
  34. www.designrush.com · www.designrush.com
  35. www.glassdoor.com.au · www.glassdoor.com.au
  36. eurisko.net · eurisko.net
  37. staging.clutch.co · staging.clutch.co
  38. www.text.com · www.text.com
  39. staging.clutch.co · staging.clutch.co
  40. 4542168.fs1.hubspotusercontent-na1.net · 4542168.fs1.hubspotusercontent-na1.net
  41. web-recruiters.com · web-recruiters.com
  42. www.reddit.com · www.reddit.com
  43. www.techwings.com · www.techwings.com
  44. wire.expertini.com · wire.expertini.com
  45. blog.stevieawards.com · blog.stevieawards.com
  46. awork.dk · awork.dk
  47. clutch.co · clutch.co
  48. www.supportful.world · www.supportful.world
  49. eurisko.net · eurisko.net

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Colour
dedicated developer teams — click to focus this topicdedicated developer teamsrates and contract terms — click to focus this topicrates and contract termsclient reviews — click to focus this topicclient reviewsclient case studies — click to focus this topicclient case studieslocal provider search — click to focus this topiclocal provider searchvendor evaluation criteria — click to focus this topicvendor evaluation criteriacompany comparison — click to focus this topiccompany comparisonaugmentation versus outsourcing — click to focus this topicaugmentation versus outsourcing
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

49 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best software engineering staff augmentation companies in lebanon
REFORMULATION
Google ↗
AI Mode ↗		Find reputable companies in Lebanon that supply software engineers to augment existing teams.Comparisonreview_rounduplocal provider search5x
of 5
software developer staff augmentation lebanon hourly rates monthly cost
IMPLICIT
Google ↗
AI Mode ↗		Estimate the budget needed to augment a team with developers from Lebanon.Comparisonpricing_pagerates and contract terms3x
of 5
lebanon software engineering staff augmentation client case studies
IMPLICIT
Google ↗
AI Mode ↗		Find examples of Lebanese providers successfully adding engineers to client teams.Reasoncase_studyclient case studies3x
of 5
lebanon software staff augmentation companies verified client reviews
IMPLICIT
Google ↗
AI Mode ↗		Check independent client feedback before choosing a provider.Reasonreview_roundupclient reviews2x
of 5
how to evaluate a software staff augmentation company in lebanon
IMPLICIT
Google ↗
AI Mode ↗		Learn which checks to perform before signing with a provider.Comparisonchecklistvendor evaluation criteria2x
of 5
staff augmentation vs outsourced software development lebanon providers
COMPARATIVE
Google ↗
AI Mode ↗		Determine whether candidate providers offer embedded engineers or only project-based delivery.Comparisoncomparison_tableaugmentation versus outsourcing2x
of 5
lebanon software development companies offering dedicated developers and team augmentation
REFORMULATION
Google ↗
AI Mode ↗		Find Lebanese providers that offer dedicated developers rather than only fixed-project development.Comparisonweb_articlededicated developer teams1x
of 5
software developer staff augmentation services beirut lebanon
REFORMULATION
Google ↗
AI Mode ↗		Identify Beirut-based providers that supply developers to existing engineering teams.Comparisonweb_articlelocal provider search1x
of 5
software developer staff augmentation companies beirut lebanon
REFORMULATION
Google ↗
AI Mode ↗		Identify Beirut-based companies that supply software developers to existing engineering teams.Comparisonweb_articlelocal provider search1x
of 5
Lebanon dedicated software developers team extension services
REFORMULATION
Google ↗
AI Mode ↗		Find Lebanese providers offering developers who can join an existing engineering team.Other / navigationalweb_articlededicated developer teams1x
of 5
lebanon software companies offering staff augmentation and dedicated developers
REFORMULATION
Google ↗
AI Mode ↗		Identify Lebanese companies that explicitly offer developers to extend an existing engineering team.Comparisonweb_articlededicated developer teams1x
of 5
software engineering staff augmentation companies beirut lebanon
ENTITY EXPANSION
Google ↗
AI Mode ↗		Identify staff augmentation providers based in Beirut.Comparisonmap/local_packlocal provider search1x
of 5
lebanon dedicated developers team extension services
REFORMULATION
Google ↗
AI Mode ↗		Find Lebanese providers using dedicated-developer or team-extension terminology.Other / navigationalweb_articlededicated developer teams1x
of 5
Lebanese IT staff augmentation companies verified client reviews
REFORMULATION
Google ↗
AI Mode ↗		Identify staff augmentation companies with credible customer feedback.Reasonreview_roundupclient reviews1x
of 5
software staff augmentation lebanon client reviews
IMPLICIT
Google ↗
AI Mode ↗		Assess the reputation of Lebanese staff augmentation providers through client feedback.Reasonreview_roundupclient reviews1x
of 5
lebanon staff augmentation software companies verified client reviews
IMPLICIT
Google ↗
AI Mode ↗		Check whether clients report positive experiences with Lebanese staff augmentation providers.Reasonreview_roundupclient reviews1x
of 5
compare lebanon software staff augmentation companies technical expertise minimum engagement
COMPARATIVE
Google ↗
AI Mode ↗		Compare providers by engineering capabilities and engagement requirements.Comparisoncomparison_tablecompany comparison1x
of 5
software developer staff augmentation lebanon hourly rates minimum contract
RELATED
Google ↗
AI Mode ↗		Understand typical pricing and minimum commitments for Lebanese staff augmentation services.Comparisonpricing_pagerates and contract terms1x
of 5
software developer staff augmentation Lebanon hourly rates
RELATED
Google ↗
AI Mode ↗		Understand typical costs for hiring augmented software engineers through Lebanese companies.Comparisonpricing_pagerates and contract terms1x
of 5
compare software staff augmentation companies in lebanon expertise minimum team size
COMPARATIVE
Google ↗
AI Mode ↗		Compare Lebanese providers by engineering expertise and minimum engagement size.Comparisoncomparison_tablecompany comparison1x
of 5
compare software staff augmentation companies in lebanon expertise client ratings minimum engagement
COMPARATIVE
Google ↗
AI Mode ↗		Compare Lebanese providers on technical capabilities, client satisfaction, and engagement requirements.Comparisoncomparison_tablecompany comparison1x
of 5
questions to ask a software staff augmentation company in lebanon technical screening
RELATED
Google ↗
AI Mode ↗		Learn how to evaluate a provider's engineering talent and screening process.Reasonchecklistvendor evaluation criteria1x
of 5
Lebanon staff augmentation companies senior React Node.js .NET developers
RELATED
Google ↗
AI Mode ↗		Find providers with senior developers in commonly requested technology stacks.Comparisonweb_articlededicated developer teams1x
of 5
how to evaluate a software staff augmentation company in lebanon technical screening retention
IMPLICIT
Google ↗
AI Mode ↗		Learn how to assess a provider's engineering standards and ability to retain assigned developers.Comparisonchecklistvendor evaluation criteria1x
of 5
how to evaluate a staff augmentation company in Lebanon code quality security IP ownership
IMPLICIT
Google ↗
AI Mode ↗		Learn which quality, security, and contractual checks to apply before selecting a provider.Comparisonchecklistvendor evaluation criteria1x
of 5
beirut lebanon engineering team extension dedicated development team providers
ENTITY EXPANSION
Google ↗
AI Mode ↗		Discover additional Lebanese providers using Beirut and alternative service terminology.Other / navigationalweb_articlededicated developer teams1x
of 5
lebanon software staff augmentation case studies client results
IMPLICIT
Google ↗
AI Mode ↗		Find evidence that Lebanese providers have successfully embedded engineers in client teams.Consequencecase_studyclient case studies1x
of 5
compare lebanon software staff augmentation companies tech stacks seniority client ratings
COMPARATIVE
Google ↗
AI Mode ↗		Compare Lebanese providers by technical coverage, engineer experience, and client reputation.Comparisoncomparison_tablecompany comparison1x
of 5
Lebanon software staff augmentation companies comparison expertise pricing client ratings
COMPARATIVE
Google ↗
AI Mode ↗		Compare Lebanese providers on capabilities, cost, and reputation.Comparisoncomparison_tablecompany comparison1x
of 5
lebanon staff augmentation company for a startup hiring two software engineers
PERSONALIZED
Google ↗
AI Mode ↗		Find providers suited to a startup seeking a small engineering team extension.Comparisonbuyers_guidededicated developer teams1x
of 5
staff augmentation vs software project outsourcing lebanon
COMPARATIVE
Google ↗
AI Mode ↗		Determine whether staff augmentation or outsourced project delivery better fits the engagement.Comparisoncomparison_tableaugmentation versus outsourcing1x
of 5
eurisko lebanon staff augmentation dedicated software engineers
ENTITY EXPANSION
Google ↗
AI Mode ↗		Check whether Eurisko offers an engineering engagement model that matches staff augmentation.Other / navigationalweb_articlededicated developer teams1x
of 5
staff augmentation vs project outsourcing lebanon software companies
COMPARATIVE
Google ↗
AI Mode ↗		Determine whether a provider offers embedded engineers or fully outsourced project delivery.Comparisoncomparison_tableaugmentation versus outsourcing1x
of 5
staff augmentation vs software project outsourcing Lebanon companies
COMPARATIVE
Google ↗
AI Mode ↗		Distinguish staff augmentation providers from companies offering fully outsourced project delivery.Comparisonweb_articleaugmentation versus outsourcing1x
of 5
lebanon staff augmentation companies senior developers technical screening
IMPLICIT
Google ↗
AI Mode ↗		Find providers that explain how they assess developer seniority and technical ability.Comparisonweb_articlevendor evaluation criteria1x
of 5
best lebanon staff augmentation company for a startup hiring a small engineering team
PERSONALIZED
Google ↗
AI Mode ↗		Find a provider suited to a startup that needs a small number of additional engineers.Comparisonbuyers_guidededicated developer teams1x
of 5
cme lebanon software engineering staff augmentation services
ENTITY EXPANSION
Google ↗
AI Mode ↗		Check whether CME's Lebanon operations support software engineering staff augmentation.Comparisonweb_articleclient case studies1x
of 5
eurisko lebanon staff augmentation dedicated developers services
ENTITY EXPANSION
Google ↗
AI Mode ↗		Check whether Eurisko offers staff augmentation or dedicated developers in Lebanon.Other / navigationalweb_articlededicated developer teams1x
of 5
Beirut Lebanon software engineering staff augmentation providers
ENTITY EXPANSION
Google ↗
AI Mode ↗		Find staff augmentation providers based in Beirut, Lebanon.Comparisonweb_articlelocal provider search1x
of 5
lebanon software staff augmentation client case studies team integration
IMPLICIT
Google ↗
AI Mode ↗		Find evidence that Lebanese providers have successfully embedded engineers into client teams.Consequencecase_studyclient case studies1x
of 5
lebanon software staff augmentation english speaking developers europe working hours overlap
RELATED
Google ↗
AI Mode ↗		Assess communication capabilities and working-hour compatibility for collaboration with European teams.Reasonfaq_pagerates and contract terms1x
of 5
software staff augmentation company lebanon for a startup hiring a small engineering team
PERSONALIZED
Google ↗
AI Mode ↗		Find providers suitable for a startup seeking a small number of additional engineers.Comparisonbuyers_guidededicated developer teams1x
of 5
cme lebanon software engineering team augmentation services
ENTITY EXPANSION
Google ↗
AI Mode ↗		Check whether CME's Lebanon operations provide engineering team augmentation.Comparisonweb_articleclient case studies1x
of 5
Lebanon software staff augmentation developer onboarding time minimum engagement
RELATED
Google ↗
AI Mode ↗		Understand how quickly providers can supply developers and what engagement commitments they require.Reasonfaq_pagerates and contract terms1x
of 5
lebanon staff augmentation software engineers english communication timezone overlap
RELATED
Google ↗
AI Mode ↗		Assess how effectively Lebanon-based engineers can collaborate with an existing remote team.Reasonfaq_pagerates and contract terms1x
of 5
lebanon software staff augmentation for a startup needing two senior developers
PERSONALIZED
Google ↗
AI Mode ↗		Find a Lebanese provider suitable for a small startup engagement requiring senior engineers.Comparisonbuyers_guidededicated developer teams1x
of 5
best software staff augmentation company in Lebanon for a small startup
PERSONALIZED
Google ↗
AI Mode ↗		Find a Lebanese provider suited to a small startup's budget and team size.Comparisonbuyers_guidededicated developer teams1x
of 5
lebanon software staff augmentation contract ip ownership developer replacement notice period
RELATED
Google ↗
AI Mode ↗		Identify contractual protections to check before engaging a Lebanese staff augmentation provider.Consequencechecklistrates and contract terms1x
of 5
lebanon software staff augmentation contract IP ownership confidentiality developer replacement
IMPLICIT
Google ↗
AI Mode ↗		Understand the contractual protections to check before hiring an augmentation provider.Comparisonchecklistrates and contract terms1x
of 5

Tokens & cost

What this run used on your API keys, per model and step.

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-3.8-flashReal-search passes100—$0
gemini-3.8-flashSimulated passes500—$0
gpt-6.1-solReal-search passes121,182499148 thinking5$0.097
gpt-6.1-solSimulated passes52,9857,4101,050 thinking—$0.080
gpt-6-lunaNaming clusters1710212109 thinking—$0.0002
Total1324,8778,1215$0.178

Billed to your own API keys. Estimated from the providers' list prices (checked 2026-10-11); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. OpenAI bills the web search content it reads as input tokens.

Passes

Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.

0254912345
OpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-3.8-flash · real search1—0——PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
gemini-3.8-flash1—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
gemini-3.8-flash2—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
gemini-3.8-flash3—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
gemini-3.8-flash4—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
gemini-3.8-flash5—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Requests to this API generativelanguage.googleapis.com method google.learning.gemini.api.interactions.v1beta.InteractionsService.CreateInteractionHttp are blocked.', 'status': 'PERMISSION_DENIED', 'details': [{'@type': 't…
gpt-6.1-sol · real search1—517.021,182 / 499 · 5 searches
gpt-6.1-sol1121227.5597 / 1,526
gpt-6.1-sol2121223.0597 / 1,453
gpt-6.1-sol3121224.0597 / 1,454
gpt-6.1-sol4121226.8597 / 1,549
gpt-6.1-sol5121222.7597 / 1,428