queryfanout.com
Fan-out runMh0JPoh9MPkpartialAI Overview

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

Geminigemini-3.8-flashOpenAIgpt-6.1-sol5 passes + 1 real-search57 queries10/27/2026
Run againSearch the index
Download run
Gemini observed: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Gemini API has not been used in project 584216814914 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/generativelanguage.googleapis.com/overview?project=584216814914 then retr…
Gemini simulated: gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Gemini API has not been used in project 584216814914 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/generativelanguage.googleapis.com/overview?project=584216814914 then retr…
OpenAI observed: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/.
OpenAI unique queries
57
1 in ≥ half the passes · stability 21%
Cost of this run
$0.083
11,654 tokens · 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?
57 unique queries · 5 passes
company comparisons
1 query · 4 hits
best software engineering staff augmentation companies in lebanon4xGoogle ↗
REFORMULATIONComparison
pricing and rates
1 query · 2 hits
how does software engineering staff augmentation work in lebanon2xGoogle ↗
REFORMULATIONReason

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 (57)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factOpenAI simulated · Short fact: 0 of 57 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalOpenAI simulated · Other / navigational: 0 of 57 queries (0%)Comparison: compares options or asks for the best / top / cheapestComparisonOpenAI simulated · Comparison: 49 of 57 queries (86%)86%Consequence: what happens as a result: effects, outcomesConsequenceOpenAI simulated · Consequence: 0 of 57 queries (0%)Reason: why something happens or what causes itReasonOpenAI simulated · Reason: 8 of 57 queries (14%)14%Definition: what something is or what a term meansDefinitionOpenAI simulated · Definition: 0 of 57 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionOpenAI simulated · Instruction: 0 of 57 queries (0%)Yes / no: a yes-or-no questionYes / noOpenAI simulated · Yes / no: 0 of 57 queries (0%)

Classes come from the query-classifier (a local Laya model). 39 of 57 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

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
provider expertise and roles — click to focus this topicprovider expertise and rolespartner selection and contracts — click to focus this topicpartner selection and contractsstartup fit and reviews — click to focus this topicstartup fit and reviewscompany comparisons — click to focus this topiccompany comparisonspricing and rates — click to focus this topicpricing and ratesstaff augmentation alternatives — click to focus this topicstaff augmentation alternativesnearshore providers — click to focus this topicnearshore providersbeirut providers — click to focus this topicbeirut providers
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

57 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best software engineering staff augmentation companies in lebanon
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants a shortlist of reputable software engineering staff augmentation providers based in Lebanon.Comparisonreview_roundupcompany comparisons4x
of 5
how does software engineering staff augmentation work in lebanon
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants a basic explanation of how the service works in the Lebanese market.Reasonglossary/definitionpricing and rates2x
of 5
what are the best software engineering staff augmentation companies in lebanon
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants a shortlist of reputable Lebanese software engineering staff augmentation providers.Comparisonreview_roundupcompany comparisons1x
of 5
software development staff augmentation providers in lebanon
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants to find Lebanese companies that can add software developers to an existing team.Comparisonweb_articleprovider expertise and roles1x
of 5
lebanese software development firms that provide dedicated engineers
RELATED
Google ↗
AI Mode ↗		The searcher wants to find local software firms offering engineers who can join a client's team.Comparisonweb_articleprovider expertise and roles1x
of 5
lebanese companies that provide dedicated software developers for hire
RELATED
Google ↗
AI Mode ↗		The searcher wants to find Lebanese firms that supply dedicated developers to client teams.Comparisonweb_articleprovider expertise and roles1x
of 5
lebanese software development outsourcing companies
RELATED
Google ↗
AI Mode ↗		The searcher wants to find Lebanese firms that provide outsourced software development services.Comparisonbuyers_guideprovider expertise and roles1x
of 5
lebanese software development companies that provide dedicated developers
RELATED
Google ↗
AI Mode ↗		The searcher wants local software firms that can supply developers on an ongoing basis.Comparisonweb_articleprovider expertise and roles1x
of 5
how to choose a staff augmentation company in lebanon for software development
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants criteria for evaluating Lebanese staff augmentation vendors.Comparisonbuyers_guidepartner selection and contracts1x
of 5
what should i look for in a lebanese software engineering staff augmentation partner
RELATED
Google ↗
AI Mode ↗		The searcher wants criteria for evaluating a staff augmentation partner in Lebanon.Comparisonchecklistpartner selection and contracts1x
of 5
how do i choose a software engineering staff augmentation company in lebanon
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants criteria for evaluating and selecting a Lebanese staff augmentation partner.Comparisonchecklistpartner selection and contracts1x
of 5
how to choose a software engineering staff augmentation partner in lebanon
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants criteria for evaluating and selecting a staff augmentation partner in Lebanon.Comparisonchecklistpartner selection and contracts1x
of 5
compare software engineering staff augmentation companies in lebanon
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare providers that supply software engineering talent in Lebanon.Comparisoncomparison_tablecompany comparisons1x
of 5
compare staff augmentation companies in lebanon for software engineering
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare Lebanese providers on capabilities and fit.Comparisoncomparison_tablecompany comparisons1x
of 5
compare software engineering staff augmentation firms in lebanon
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare Lebanese staff augmentation firms on factors such as expertise, service, and cost.Comparisoncomparison_tablecompany comparisons1x
of 5
how much does software engineering staff augmentation cost in lebanon
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to understand likely pricing or rate factors for hiring augmented engineers in Lebanon.Comparisonpricing_pagepricing and rates1x
of 5
compare software staff augmentation companies in lebanon by expertise and reliability
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare Lebanese providers on technical capability and dependability.Comparisoncomparison_tablecompany comparisons1x
of 5
software staff augmentation providers in beirut lebanon
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to discover providers based in or serving Beirut.Comparisonmap/local_packbeirut providers1x
of 5
software engineering staff augmentation providers in beirut lebanon
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to identify providers in Beirut, a major Lebanese location for technology services.Comparisonweb_articlebeirut providers1x
of 5
CME Offshore Netways Lebanon software development outsourcing staff augmentation
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to investigate named Lebanese technology firms as possible software team augmentation providers.Comparisonweb_articlenearshore providers1x
of 5
lebanon staff augmentation company vs software outsourcing company
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to understand the difference between augmenting an in-house team and outsourcing a software project.Comparisoncomparison_tablestaff augmentation alternatives1x
of 5
software engineering staff augmentation providers in lebanon including nearshore companies
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to discover both local providers and nearby firms serving Lebanon.Comparisonbuyers_guidenearshore providers1x
of 5
lebanon software staff augmentation companies that provide senior developers and qa engineers
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants providers in Lebanon that can supply both senior software developers and quality assurance engineers.Comparisonbuyers_guideprovider expertise and roles1x
of 5
affordable lebanon software staff augmentation company for a small startup team
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a cost-conscious provider suited to a small startup team.Comparisonbuyers_guidestartup fit and reviews1x
of 5
staff augmentation company in lebanon for a startup building a product
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a provider suited to a startup that needs to build or extend a product team.Comparisonbuyers_guidestartup fit and reviews1x
of 5
best lebanon staff augmentation company for a startup building a web app
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a provider suited to a startup that needs engineering support for a web application.Comparisonbuyers_guidestartup fit and reviews1x
of 5
best lebanon staff augmentation company for a startup hiring remote react engineers on a budget
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a cost-conscious provider suited to a startup needing remote React engineers.Comparisonbuyers_guidestartup fit and reviews1x
of 5
software engineering staff augmentation lebanon pricing and hourly rates
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand expected costs for hiring augmented software engineers in Lebanon.Comparisonpricing_pagepricing and rates1x
of 5
software developer staff augmentation rates in lebanon
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand typical pricing for augmented software engineering talent in Lebanon.Comparisonpricing_pagepricing and rates1x
of 5
lebanon software staff augmentation rates and pricing
RELATED
Google ↗
AI Mode ↗		The searcher wants to estimate the cost of hiring augmented software engineers in Lebanon.Comparisonpricing_pagepricing and rates1x
of 5
software engineering staff augmentation rates in lebanon
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand typical pricing for software engineering staff augmentation in Lebanon.Comparisonpricing_pagepricing and rates1x
of 5
lebanon software engineering staff augmentation company for a startup building an mvp
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a provider suited to a startup that needs engineering capacity to build a minimum viable product.Comparisoncase_studystartup fit and reviews1x
of 5
lebanon software engineering staff augmentation client reviews
RELATED
Google ↗
AI Mode ↗		The searcher wants client feedback about software engineering staff augmentation providers in Lebanon.Reasonreview_roundupstartup fit and reviews1x
of 5
software engineering staff augmentation companies in beirut lebanon
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to identify software engineering staff augmentation companies operating in Beirut.Comparisonmap/local_packbeirut providers1x
of 5
lebanon staff augmentation versus software outsourcing for engineering teams
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to understand which delivery model better fits their engineering needs.Comparisoncomparison_tablestaff augmentation alternatives1x
of 5
what should a lebanon software staff augmentation contract include
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know which terms to review before engaging an augmentation provider.Comparisonchecklistpartner selection and contracts1x
of 5
what to look for when hiring a software staff augmentation company in lebanon
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants criteria for evaluating and selecting a provider.Comparisonchecklistpartner selection and contracts1x
of 5
lebanese staff augmentation firms with senior software engineers and devops specialists
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants providers that can supply experienced engineers across software and DevOps roles.Comparisonproduct_spec_sheetprovider expertise and roles1x
of 5
reviews of software staff augmentation companies in lebanon
RELATED
Google ↗
AI Mode ↗		The searcher wants client feedback and reputation information about Lebanese staff augmentation providers.Reasonreview_roundupstartup fit and reviews1x
of 5
lebanese software engineering firms with senior developers in cloud and ai
RELATED
Google ↗
AI Mode ↗		The searcher wants providers with access to senior engineers in specialized technical fields.Comparisonbuyers_guideprovider expertise and roles1x
of 5
lebanon staff augmentation vs outsourcing for software engineering
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to understand whether staff augmentation or outsourcing is the better engagement model.Comparisoncomparison_tablestaff augmentation alternatives1x
of 5
lebanon staff augmentation vs hiring software engineers directly
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare staff augmentation with direct hiring for software engineering roles in Lebanon.Comparisoncomparison_tablestaff augmentation alternatives1x
of 5
lebanon staff augmentation vs outsourcing for software development
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to understand whether staff augmentation or outsourcing is a better engagement model.Comparisoncomparison_tablestaff augmentation alternatives1x
of 5
nearshore software engineering staff augmentation in lebanon for european companies
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to assess Lebanese providers as a nearshore engineering option for a European business.Comparisonweb_articlenearshore providers1x
of 5
what should a contract with a lebanese software staff augmentation company include
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know which contractual terms to review before engaging a provider.Comparisonchecklistpartner selection and contracts1x
of 5
lebanon software engineering staff augmentation companies with senior backend developers
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants providers that can supply senior backend engineering talent.Comparisonweb_articleprovider expertise and roles1x
of 5
nearshore software engineering staff augmentation companies in lebanon for european businesses
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a Lebanese provider that can support a European business through a nearshore engagement.Comparisonbuyers_guidenearshore providers1x
of 5
software staff augmentation company in lebanon for a fintech team
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a provider with experience supporting fintech engineering teams.Comparisoncase_studystartup fit and reviews1x
of 5
questions to ask a software engineering staff augmentation company in lebanon
RELATED
Google ↗
AI Mode ↗		The searcher wants useful questions to ask providers before signing an engagement.Reasonfaq_pagepartner selection and contracts1x
of 5
lebanon software staff augmentation company client reviews and case studies
RELATED
Google ↗
AI Mode ↗		The searcher wants evidence of provider performance from past clients and projects.Reasoncase_studystartup fit and reviews1x
of 5
lebanese software engineering staffing firms with react and node.js developers
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants Lebanese staffing providers that can supply engineers with specific web development skills.Comparisonproduct_spec_sheetprovider expertise and roles1x
of 5
what questions should i ask a staff augmentation company in lebanon
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants questions to ask prospective providers before choosing one.Reasonfaq_pagepartner selection and contracts1x
of 5
lebanon software engineering staff augmentation company with react and node.js developers
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a Lebanese provider that can supply engineers experienced with React and Node.js.Comparisonproduct_spec_sheetprovider expertise and roles1x
of 5
beirut software development companies offering nearshore staff augmentation for european clients
RELATED
Google ↗
AI Mode ↗		The searcher wants Beirut-based providers suited to working with European engineering teams.Comparisonbuyers_guidenearshore providers1x
of 5
case studies of software staff augmentation projects delivered by lebanese companies
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants evidence of project experience from Lebanese providers.Reasoncase_studystartup fit and reviews1x
of 5
questions to ask a lebanon software engineering staff augmentation provider
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants questions to use when screening potential providers.Reasonfaq_pagepartner selection and contracts1x
of 5
questions to ask a software engineering staff augmentation vendor in lebanon
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants a list of questions to use when interviewing potential providers.Comparisonfaq_pagepartner selection and contracts1x
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 passes200—$0
gpt-6.1-solSimulated passes202,9857,710919 thinking—$0.083
gpt-6-lunaNaming clusters1856103—$0.0001
Total293,8417,813—$0.083

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.

Passes

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

0295712345
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': 'Gemini API has not been used in project 584216814914 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/generativelanguage.googleapis.com/overview?project=584216814914 then retr…
gemini-3.8-flash1—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Gemini API has not been used in project 584216814914 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/generativelanguage.googleapis.com/overview?project=584216814914 then retr…
gemini-3.8-flash2—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Gemini API has not been used in project 584216814914 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/generativelanguage.googleapis.com/overview?project=584216814914 then retr…
gemini-3.8-flash3—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Gemini API has not been used in project 584216814914 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/generativelanguage.googleapis.com/overview?project=584216814914 then retr…
gemini-3.8-flash4—0——gemini-3.8-flash: PermissionDeniedError: Error code: 403 - [{'error': {'code': 403, 'message': 'Gemini API has not been used in project 584216814914 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/generativelanguage.googleapis.com/overview?project=584216814914 then retr…
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—0——RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/.
gpt-6-luna1121214.5597 / 1,513fallback model
gpt-6-luna2131317.1597 / 1,767fallback model
gpt-6-luna3121213.2597 / 1,404fallback model
gpt-6-luna4121214.1597 / 1,416fallback model
gpt-6-luna5121215.3597 / 1,610fallback model