DDI and IP address management for small business buyers
Asked as “DDI platform”, and as “IP address management tool”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
23%
Contested · SolarWinds IP Address Manager 21%
23phpIPAM21SolarWinds IP Address Manager12ManageEngine OpUtils44others
23% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: phpIPAM (23%) replaces SolarWinds IP Address Manager (18% then, 21% now), 2 points clear, inside the 11-point floor.phpIPAM leads at 23%, replacing SolarWinds IP Address Manager, which led at 18% and stands at 21% now: 2 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
phpIPAM23%Contested↗new leaderNew leader since October 2026: phpIPAM (23%) replaces SolarWinds IP Address Manager (18% then, 21% now), 2 points clear, inside the 11-point floor.This pageMid-market
BlueCat Micetro15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.Standing →Enterprise
Infoblox Universal DDI60%Clear leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.Standing →
phpIPAM23%Contested↗new leaderNew leader since October 2026: phpIPAM (23%) replaces SolarWinds IP Address Manager (18% then, 21% now), 2 points clear, inside the 11-point floor.This pageMid-marketBlueCat Micetro15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.Standing →EnterpriseInfoblox Universal DDI60%Clear leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01phpIPAM23%7%57accepted challenger▲+8Since October 2026: 15% → 23%, +8 points. Inside the 11-point floor: within noise.15% → 23%
phpIPAM23%7%57accepted challenger▲+8Since October 2026: 15% → 23%, +8 points. Inside the 11-point floor: within noise.15% → 23%02
SolarWinds IP Address Manager21%15%52accepted challenger▲+3Since October 2026: 18% → 21%, +3 points. Inside the 11-point floor: within noise.18% → 21%
SolarWinds IP Address Manager21%15%52accepted challenger▲+3Since October 2026: 18% → 21%, +3 points. Inside the 11-point floor: within noise.18% → 21%03Micetro12%9%32accepted challenger▲+1Since October 2026: 11% → 12%, +1 point. Inside the 11-point floor: within noise.11% → 12%
04
ManageEngine OpUtils12%0%26accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%
ManageEngine OpUtils12%0%26accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%05
ManageEngine DDI Central5%8%12accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise.4% → 5%
ManageEngine DDI Central5%8%12accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise.4% → 5%06
NetBox4%8%26accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
NetBox4%8%26accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07Infoblox Universal DDI2%67%42criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Infoblox Universal DDI2%67%42criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%Show the four products at 0%, ordered by negative rate
09
Infoblox NIOS0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Infoblox NIOS0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
BlueCat Integrity0%70%43criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
BlueCat Integrity0%70%43criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%10
EfficientIP SOLIDserver0%58%33criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
EfficientIP SOLIDserver0%58%33criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08BlueCat Micetro0%14%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
BlueCat Micetro0%14%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
BlueCat Micetro vs phpIPAMBlueCat Micetro vs SolarWinds IP Address ManagerBlueCat Micetro vs BlueCat Integrity
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.All twenty-eight head-to-head pages: the top eight products, each against each
BlueCat Micetro vs ManageEngine OpUtilsBlueCat Micetro vs NetBoxBlueCat Micetro vs MicetroBlueCat Micetro vs Infoblox Universal DDIphpIPAM vs SolarWinds IP Address ManagerphpIPAM vs BlueCat IntegrityphpIPAM vs ManageEngine OpUtilsphpIPAM vs NetBoxphpIPAM vs MicetrophpIPAM vs Infoblox Universal DDISolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs ManageEngine OpUtilsSolarWinds IP Address Manager vs NetBoxSolarWinds IP Address Manager vs MicetroSolarWinds IP Address Manager vs Infoblox Universal DDIBlueCat Integrity vs ManageEngine OpUtilsBlueCat Integrity vs NetBoxBlueCat Integrity vs MicetroBlueCat Integrity vs Infoblox Universal DDIManageEngine OpUtils vs NetBoxManageEngine OpUtils vs MicetroManageEngine OpUtils vs Infoblox Universal DDINetBox vs MicetroNetBox vs Infoblox Universal DDIMicetro vs Infoblox Universal DDI
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102M03
0405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01phpIPAM23%
phpIPAM23%02SolarWinds IP Address Manager21%
SolarWinds IP Address Manager21%03Micetro12%
04ManageEngine OpUtils12%
ManageEngine OpUtils12%05ManageEngine DDI Central5%
ManageEngine DDI Central5%06NetBox4%
NetBox4%07Infoblox Universal DDI2%
Infoblox Universal DDI2%08BlueCat Micetro0%
BlueCat Micetro0%09Infoblox NIOS0%
Infoblox NIOS0%10EfficientIP SOLIDserver0%
EfficientIP SOLIDserver0%11BlueCat Integrity0%
BlueCat Integrity0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
BlueCat Integrity70%
30 of 43 labels negative · 13 of 14 models · 12 hard negative
“Licensing costs and implementation professional services are geared toward enterprise budgets, making the ROI non-existent for an SMB.” Gemini 3.5 Flash, negative prompt
EfficientIP SOLIDserver58%
19 of 33 labels negative · 12 of 14 models · 9 hard negative
“the configuration can be challenging for new users, and the "premium pricing" makes it less accessible” GLM 4.7 FlashX, negative prompt
Infoblox Universal DDI67%
28 of 42 labels negative · 10 of 14 models · 12 hard negative
“Infoblox Universal DDI and BlueCat Integrity are considered to be "criticized challenger" and "challenger" respectively, with a high negative rate among small businesses” Llama 4 Maverick, negative prompt
SolarWinds IP Address Manager15%
8 of 52 labels negative · 6 of 14 models · 3 hard negative
“Avoid if: Your needs extend to advanced DNS security or DHCP in dynamic environments” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 886 links across 177 sites, every framing counted. Ranked by the number of answers carrying the site or page. 93 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · G244 answers · 78 citations · 12 models
publisher (Gane)44 answers · 46 citations · 10 models
31 answers · 48 citations · 11 models
vendor site · BlueCat Networks29 answers · 60 citations · 13 models
vendor site · SourceForge25 answers · 32 citations · 9 models
24 answers · 24 citations · 11 models
vendor site · EfficientIP17 answers · 31 citations · 8 models
vendor site · SolarWinds15 answers · 21 citations · 9 models
vendor site · Infoblox15 answers · 19 citations · 8 models
15 answers · 16 citations · 9 models
14 answers · 14 citations · 7 models
vendor site · ManageEngine13 answers · 19 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
43 answers · 10 models
31 answers · 10 models
24 answers · 11 models
20 answers · 10 models
14 answers · 7 models
14 answers · 6 models
11 answers · 8 models
10 answers · 7 models
9 answers · 4 models
8 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ddi platform”, “ddi platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| phpIPAM phpipam.net | 23% | 77 | 1,000 | 5 | 1,028 | ||
| SolarWinds solarwinds.com SolarWinds IP Address Manager 21% | 21% | 104 | 14,800 | 1,396 | 364,756 company | $2,104 | 89 |
| ManageEngine parent site ManageEngine OpUtils 12%, ManageEngine DDI Central 5% | 18% | 41 | 8,100 | 675 | |||
| Micetro | 12% | 170 | 5 | ||||
| NetBox netboxlabs.com | 4% | 148 | 9,900 | 457 | 10,496 | 5 | |
| Micetro DDI | 4% | ||||||
| Microsoft parent site Microsoft DNS/DHCP 2% | 2% | 15 | 2,240,000 | 403,136 | |||
| SpatiumDDI spatiumddi.com | 2% | 12 | |||||
| GestiÓIP | 2% | ||||||
| Aircall aircall.io | 2% | 21 | 14,800 | 242 | 6,179,781 | $286 | 102 |
Google's top ten for the two searches hold 16 sites; 6 of them are among the sites the models cited here (bluecatnetworks.com, efficientip.com, infoblox.com, manageengine.com, peerspot.com, sourceforge.net). The first result for “ddi platform” is techtarget.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DDI platform for a small B2B company?”Paraphrase“Which IP address management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top DDI platforms for a small team and how do they differ?”Budget-constrained“What is the best DDI platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a DDI platform. What should we look at?”Negative“Which DDI platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Micetro DDIInfoblox Universal DDI, phpIPAMChangedagainst: SolarWinds Dameware Remote SupportBlueCat Micetro, SolarWinds IP Address ManagerMicetrono first choicenothing named
Four alternatives
BloxOne DDI, EfficientIP SOLIDserver, ProVision, SolarWinds IP Address ManagerTwo alternatives
Cisco Prime Infrastructure, Microsoft DNS/DHCPTwo alternatives
GestiónIP, phpIPAMThree alternatives
Gesti\u00f3IP, ManageEngine DDI Central, phpIPAMGPT-5.4 miniManageEngine DDI CentralphpIPAMChangedNetBox, phpIPAMMicrosoft DNS/DHCPagainst: BlueCat Integrityno first choiceagainst: BloxOne DDI, BlueCat Integrity, EfficientIP SOLIDserver, Infoblox NIOS
Two alternatives
BlueCat Integrity, Infoblox Universal DDIOne alternative
SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Infoblox NIOSOne alternative
Infoblox Universal DDIGemini 3.5 FlashMicetroagainst: BlueCat Integrity, Infoblox NIOSLeadfeeder, phpIPAMChangedagainst: BlueCat Integrity, Infoblox Universal DDIMicetroagainst: BlueCat Integrity, Infoblox NIOSMicrosoft Windows Server DDIagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, MicetroNetBoxagainst: Cisco Meraki, EfficientIP SOLIDserver, Fortinet, Infoblox Universal DDI, Ubiquiti UniFiagainst: BIND9, BlueCat Integrity, EfficientIP SOLIDserver, ISC Kea DHCP, Infoblox Universal DDI, Nokia VitalQIP, phpIPAM
Three alternatives
Infoblox Universal DDI, ManageEngine DDI Central, NetBoxFive alternatives
Albacross, ManageEngine OpUtils, NetBox, Salespanel, SnitcherFour alternatives
Gesti\u00f3IP, NetBox, SolarWinds IP Address Manager, phpIPAMSeven alternatives
BIND, ISC Kea DHCP, NetBox, PowerDNS, SolarWinds IP Address Manager, Technitium DNS Server, phpIPAMTwo alternatives
Micetro, SolarWinds IP Address ManagerPerplexity SonarSolarWinds IP Address Manageragainst: BlueCat Integrity, Infoblox Universal DDIManageEngine OpUtilsChangedagainst: Infoblox Universal DDI, SolarWinds IP Address Managerno first choiceagainst: BlueCat Integrity, Infoblox NIOS, Infoblox Universal DDIMicetro DDIagainst: BlueCat Integrity, Infoblox Universal DDIno first choiceagainst: Akamai DDI, BloxOne DDI, BlueCat Integrity, EfficientIP SOLIDserver, Infoblox NIOS, Nokia VitalQIP
Three alternatives
ManageEngine DDI Central or OpUtils, Micetro, phpIPAMTwo alternatives
Domotz, phpIPAMSix alternatives
BlueCat Horizon, BlueCat Micetro, EfficientIP SOLIDserver, NetBox, SolarWinds IP Address Manager, phpIPAMTwo alternatives
Microsoft DNS/DHCP, NetBoxGrok 4.20SolarWinds IP Address Manageragainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDIManageEngine OpUtilsChangedagainst: BlueCat Integrity, Infoblox Universal DDIManageEngine OpUtils, Micetroagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, SolarWinds IP Address ManagerphpIPAMagainst: BlueCat Integrity, BlueCat Micetro, EfficientIP SOLIDserver, Infoblox Universal DDI, SolarWinds IP Address Managerno first choiceagainst: BlueCat Integrity, Infoblox Universal DDI, SolarWinds IP Address Manager
Three alternatives
BlueCat Micetro, ControlD, phpIPAMTwo alternatives
SolarWinds IP Address Manager, phpIPAMOne alternative
phpIPAMOne alternative
NetBoxThree alternatives
Device42, NetBox, phpIPAMMistral SmallMicetro, phpIPAMManageEngine OpUtils, SolarWinds IP Address ManagerChangedMicetroagainst: SolarWinds IP Address Manager, phpIPAMGestiÓIP, phpIPAMno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI
Two alternatives
ManageEngine OpUtils, SolarWinds IP Address ManagerTwo alternatives
IPControl, phpIPAMTwo alternatives
BlueCat Integrity, Infoblox Universal DDITwo alternatives
Micetro, SolarWinds IP Address ManagerDeepSeek V4 FlashSolarWinds IP Address Manageragainst: Infoblox Universal DDIphpIPAMChangedphpIPAMagainst: Infoblox Universal DDIManageEngine OpUtilsNetBox, phpIPAMagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDIagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, VitalQIP
Three alternatives
BlueCat Micetro, ProVision, phpIPAMThree alternatives
ManageEngine OpUtils, NetBox, SolarWinds IP Address ManagerFive alternatives
EfficientIP SOLIDserver, ManageEngine OpUtils, Men&Mice Micetro, NetBox, SolarWinds IP Address ManagerThree alternatives
NetBox, SolarWinds IP Address Manager, SpatiumDDIThree alternatives
BlueCat Micetro, ManageEngine DDI Central, SolarWinds IP Address ManagerLlama 4 MaverickMicetro, SolarWinds IP Address Manager, phpIPAMSolarWinds IP Address ManagerChangedno first choiceno first choiceno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI
Qwen 3.7 FlashAircall, OpenPhoneManageEngine IP Address ManagerChangedagainst: Infoblox Universal DDIMicetrophpIPAMSolarWinds IP Address Manageragainst: Infoblox Universal DDI, phpIPAMagainst: BloxOne, BlueCat Integrity, BlueCat Micetro, Legacy Infoblox, SolarWinds IP Address Manager
Three alternatives
Dialpad, RingCentral, Teams Phone SystemThree alternatives
NetBox, ONES, phpIPAMTwo alternatives
SolarWinds IP Address Manager, phpIPAMTwo alternatives
GestiÓIP, MicetroTwo alternatives
BlueCat Micetro, ManageEngine OpUtilsKimi K2Micetroagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDIManageEngine OpUtilsChangedagainst: SolarWinds IP Address ManagerManageEngine OpUtilsagainst: BlueCat Integrity, Infoblox Universal DDI, NetBoxphpIPAMagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDIMicetroagainst: phpIPAMagainst: BlueCat Integrity, Infoblox Universal DDI
One alternative
ManageEngine DDI CentralOne alternative
phpIPAMFour alternatives
BlueCat Micetro, EfficientIP SOLIDserver, SpatiumDDI, phpIPAMTwo alternatives
NetBox, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, ManageEngine OpUtils, SolarWinds IP Address ManagerGLM 4.7 FlashXManageEngine DDI Centralagainst: Infoblox BloxOne / NIOSGestiÓIP IPAMChangedagainst: SolarWinds IP Address ManagerSolarWinds IP Address Manageragainst: Infoblox NIOSSpatiumDDIno first choiceagainst: AppUX, BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, Men & Mice Suite, SpatiumDDI
Two alternatives
BlueCat Micetro, SpatiumDDIOne alternative
phpIPAMTwo alternatives
Micetro DDI, Microsoft IPAMFive alternatives
ControlD, ISC Kea, ManageEngine DDI Central, PowerDNS, phpIPAMMiniMax M2.5SolarWinds IP Address ManagerSolarWinds IP Address ManagerHeldphpIPAMagainst: MicetroSolarWinds IP Address Manager, phpIPAMManageEngine OpUtilsagainst: Infoblox Universal DDI, Windows Serveragainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI
Three alternatives
ManageEngine OpUtils, Micetro, phpIPAMOne alternative
phpIPAMTwo alternatives
ManageEngine OpUtils, SolarWinds IP Address ManagerOne alternative
MicetroTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverGPT-6 LunaManageEngine DDI CentralManageEngine OpUtilsChangedBlueCat Micetro, ManageEngine DDI Centralagainst: EfficientIP SOLIDserver, Infoblox NIOSWindows Server IPAMagainst: ManageEngine DDI Centralno first choiceagainst: BIND, BlueCat Integrity, EfficientIP SOLIDserver, Infoblox NIOS, Kea, NetBox
Two alternatives
BlueCat Micetro, NetBoxTwo alternatives
NetBox, phpIPAMOne alternative
SolarWinds IP Address ManagerTwo alternatives
ISC Kea, phpIPAMMuse Glimmer 30BSolarWinds IP Address ManagerSolarWinds IP Address ManagerHeldphpIPAMagainst: BlueCat Integrity, Infoblox NIOS, Infoblox UniversalMicetro, phpIPAMno first choiceagainst: BlueCat Integrity, Cisco Prime Network Registrar, EfficientIP SOLIDserver, Infoblox – Universal DDI / BloxOne DDI, Micetro, VitalQIP
Two alternatives
Micetro, phpIPAMThree alternatives
HostBill, NetBox, phpIPAMFive alternatives
EfficientIP SOLIDserver, ManageEngine OpUtils, Micetro, SolarWinds IP Address Manager, SpatiumDDITwo alternatives
SolarWinds IP Address Manager, Windows ServerBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:14 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:05 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:19 | yes | 2 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:29 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:27 | yes | 16 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:41 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 23 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:24 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:46 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:05 | yes | 19 | 49 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:59 | yes | 20 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:07 | yes | 15 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:37 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:28 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:07 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:07 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:55 | no | 0 | 9 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:30 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:21 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:16 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:30 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:48 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:03 | yes | 5 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:07 | yes | 13 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:24 | yes | 24 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:19 | yes | 5 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:34 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:11 | yes | 14 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:47 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:47 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:12 | yes | 6 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:50 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:15 | yes | 13 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:17 | yes | 20 | 20 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:46 | yes | 22 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:17 | yes | 5 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:57 | yes | 24 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:03 | yes | 17 | 167 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:48 | yes | 10 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:06 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:32 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:02 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:04 | yes | 4 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:14 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:22 | yes | 14 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:45 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:14 | yes | 23 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:43 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:26 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:00 | yes | 25 | 36 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:01 | yes | 10 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:37 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:49 | yes | 23 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | yes | 19 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:32 | yes | 5 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:37 | no | 0 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:28 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:22 | yes | 5 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:10 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 23 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:44 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:04 | yes | 9 | 64 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:10 | yes | 9 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:24 | no | 0 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 9 | 67 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:24 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:35 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:49 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:14 | yes | 4 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:10 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:09 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 25 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:40 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:17 | yes | 22 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:55 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:14 | yes | 9 | 80 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:46 | yes | 23 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:45 | yes | 21 | 229 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:57 | yes | 22 | 64 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:17 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:39 | yes | 14 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BlueCat read as BlueCat Integrity
BlueCat (Integrity or Micetro DDI) read as BlueCat Integrity
BlueCat Networks read as BlueCat Integrity
BlueCat Networks (Integrity / Adaptive DNS) read as BlueCat Integrity
EfficientIP read as EfficientIP SOLIDserver
EfficientIP (SOLIDserver) read as EfficientIP SOLIDserver
EfficientIP SOLIDserver DDI read as EfficientIP SOLIDserver
Infoblox read as Infoblox Universal DDI
Infoblox (BloxOne) read as Infoblox Universal DDI
Infoblox (NIOS & BloxOne DDI) read as Infoblox Universal DDI
Infoblox (NIOS & BloxOne) read as Infoblox Universal DDI
Infoblox (NIOS / BloxOne DDI) read as Infoblox Universal DDI
Infoblox (NIOS/Universal DDI/BloxOne) read as Infoblox Universal DDI
Infoblox BloxOne read as Infoblox Universal DDI
Infoblox BloxOne DDI read as Infoblox Universal DDI
Infoblox DDI (including BloxOne DDI and NIOS) read as Infoblox Universal DDI
Infoblox DDI (including NIOS, BloxOne, or Universal DDI) read as Infoblox Universal DDI
Infoblox NIOS / DDI read as Infoblox NIOS
Infoblox NIOS DDI read as Infoblox NIOS
Microsoft DHCP/DNS read as Microsoft DNS/DHCP
SolarWinds read as SolarWinds IP Address Manager
SolarWinds IPAM read as SolarWinds IP Address Manager
Unresolved, counted raw
AWS provides a VPC resolver
Akamai DDI
Albacross
AppUX (by AppViewX)
GestiÓIP IPAM
GestiónIP
HostBill
IPAM from Progress (ex-Kerio)
ISC's Kea
Infoblox Universal
Infoblox – Universal DDI / BloxOne DDI
Leadfeeder (by Dealfront)
Legacy Infoblox (Hardware Appliances)
ManageEngine DDI Central or OpUtils
ManageEngine IP Address Manager
Men & Mice Suite
Microsoft DHCP/DNS + Excel/Google Sheets
Microsoft Windows Server DDI (DNS + DHCP + IPAM)
Salespanel
Snitcher
SolarWinds Dameware Remote Support
Teams Phone System
ViewFi
Windows Server DNS & DHCP
Windows Server DNS/DHCP + spreadsheets
Windows Server DNS/DHCP roles
Discontinued, still offered
No shut-down product was recommended here.